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          <dc:creator>Sun, Xiaoxiao</dc:creator>
          <dc:creator>Hilliard, Donovan</dc:creator>
          <dc:creator>Chatzopoulou, P.</dc:creator>
          <dc:creator>Vasileiadis, I.</dc:creator>
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          <dc:creator>Dimitrakopulos, G.</dc:creator>
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          <dc:creator>Dimakis, Emmanouil</dc:creator>
          <dc:date>2023-12-22</dc:date>
          <dc:description>Strain engineering is a powerful tool for designing nanowires with tailored properties for a variety of applications. By carefully controlling the built-in strain in nanowires, it is possible to tune their bandgap to the near-infrared region, making them ideal for applications in telecommunication and imaging. In our previous work, we demonstrated that in GaAs/In x Al 1-x As core/shell nanowires, the bandgap of the core can be narrowed by up to 40%, for x up to 0.54, via strain due to the lattice mismatch between the shell [1]. Here, we explored the upper end of the lattice mismatch regime, extending the same concept to the contents of the shell towards x = 1, achieving unusually high strain values. The strain in the core and its effect on band structure are studied by a combination of spectroscopic methods and high-resolution transmission and scanning-transmission electron microscopy (HR(S)TEM). Raman spectroscopy showed that the tensile strain in the GaAs core increased linearly with increasing the In content in the shell (Fig. 1a), following the trend we reported in the past for lower values of x [1]. This behavior suggests the absence of plastic relaxation despite the very large lattice mismatch between the core and the shell. Using cross-sectional and longitudinal HR(S)TEM observations, we assessed the strain distribution normal and along the nanowire axis (Figs. 1b to 1d), which was found to be in good agreement with finite element and molecular dynamics simulations. Above a critical x value, plastic relaxation sets in via dislocations (Fig. 1b). We also correlated the photoluminescence emission properties with the strain distribution in the core and the shell, and the corresponding band alignment via band structure simulations. All in all, our results identified the limits of a coherent core and shell heterostructures and the potential application of tensile-strained GaAs nanowires for C- and O-band telecom photonics.</dc:description>
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          <dc:subject>nanowire</dc:subject>
          <dc:subject>photonics</dc:subject>
          <dc:subject>strain engineering</dc:subject>
          <dc:subject>GaAs</dc:subject>
          <dc:title>Unlocking the potential of GaAs nanowires for telecom photonics</dc:title>
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          <dc:contributor>Nihei, Anastasiia</dc:contributor>
          <dc:contributor>Barnowsky, Tom</dc:contributor>
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          <dc:creator>Barnowsky, Tom</dc:creator>
          <dc:creator>Friedrich, Rico</dc:creator>
          <dc:date>2025-03-10</dc:date>
          <dc:description>This dataset includes the primary research data for the publication "Non-van der Waals Heterostructures".</dc:description>
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          <dc:subject>2D materials</dc:subject>
          <dc:subject>non-van der Waals compounds</dc:subject>
          <dc:subject>heterostructures</dc:subject>
          <dc:subject>interface design</dc:subject>
          <dc:subject>magnetism</dc:subject>
          <dc:subject>data-driven research</dc:subject>
          <dc:subject>computational materials science</dc:subject>
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          <dc:title>Data publication: Non-van der Waals Heterostructures</dc:title>
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        <datestamp>2026-02-13T12:09:51Z</datestamp>
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          <dc:contributor>Schaart, Dennis</dc:contributor>
          <dc:contributor>Huizenga, Jan</dc:contributor>
          <dc:creator>Jagt, Thyrza</dc:creator>
          <dc:creator>Wecker, Franziska</dc:creator>
          <dc:creator>Römer, Katja</dc:creator>
          <dc:creator>Wolf, Andreas</dc:creator>
          <dc:creator>Müller, Sara</dc:creator>
          <dc:creator>Urban, Konstantin</dc:creator>
          <dc:creator>Kieslich, Aaron</dc:creator>
          <dc:creator>van Zanten, Julian</dc:creator>
          <dc:creator>Kreuger, Rob</dc:creator>
          <dc:creator>Kögler, Toni</dc:creator>
          <dc:date>2026-01-01</dc:date>
          <dc:description>Contact person(s):
Jagt, Thyrza; Kögler, Toni

Project leader(s):
Kögler, Toni

This dataset contains data gathered in the experimental run of July and August 2025, designed to characterize newly developed Multi-Feature Treatment Verification (MFTV) detectors. MFTV is the next generation of Prompt Gamma-Ray Treatment Verification.

Detectors, experimental setup, data acquisition, and data processing are described in the Documentation.pdf.

For questions regarding the database, please refer to the beforementioned contact persons.</dc:description>
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          <dc:subject>Multi-Feature Treatment Verification</dc:subject>
          <dc:subject>Prompt-Gamma Timing</dc:subject>
          <dc:subject>Proton Range Verification</dc:subject>
          <dc:title>Experimental data of first characterization experiment of novel Multi-Feature Treatment Verification detectors</dc:title>
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        <datestamp>2026-02-02T12:38:02Z</datestamp>
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          <dc:creator>Lindemann, Marcel</dc:creator>
          <dc:creator>Schöngart, Jann</dc:creator>
          <dc:creator>Štursa, Jan</dc:creator>
          <dc:creator>Franke, Karsten</dc:creator>
          <dc:date>2026-01-29</dc:date>
          <dc:description>Data of a PTFE phantom filled with 83Sr tracer as supplemental information of the publication "Cyclotron production and purification of 83Sr as a 90Sr substitute for Positron Emission Tomography (PET) "


The data in this publication consists of:

µCT data

Phantom_nlm_uint16_1081x1068x919_50um.raw:  µCT of the Phantom. Voxel size = 50 µm. Format: 3D-array of uInt16, x=1:1081, y=1:1068, z=1:919.


Positron emission tomography data

Phantom_PTFE_83Sr_PET:  PET data is stored as three-dimensional binary arrays of floats, with a voxel size of 1.15 mm. *.v contains the volume, *.hv contains the interfile header

The data is presented with the Scatter, Random and RandomMismatch-Corrections from STIR (Thielemans et al., 2012) applied.


Please note: There is a fiducial present in both CT (2x10mm cylinder attached to the outer wall), as well as in PET data.
The positions of those does NOT coincide in the presented data, as the CT data was acquired for a different experiment, and alignment for this study was instead conducted based on the bore hole positions.</dc:description>
          <dc:description>The project received funding from the BMBF, grant number 02NUK066A.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/4483</dc:identifier>
          <dc:identifier>10.14278/rodare.4483</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:4483</dc:identifier>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-42922</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-42867</dc:relation>
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          <dc:subject>positron emission tomography</dc:subject>
          <dc:subject>computed tomography</dc:subject>
          <dc:title>Cyclotron production and purification of 83Sr as a 90Sr substitute for Positron Emission Tomography (PET) - data publication</dc:title>
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          <dc:creator>Arbash, Elias</dc:creator>
          <dc:creator>Afifi, Ahmed Jamal Mohammaed</dc:creator>
          <dc:creator>Belahsen, Ymane</dc:creator>
          <dc:creator>Fuchs, Margret</dc:creator>
          <dc:creator>Ghamisi, Pedram</dc:creator>
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          <dc:date>2025-04-07</dc:date>
          <dc:description>Electrolyzers-HSI Dataset&#13;
&#13;
Description:&#13;
&#13;
The Electrolyzers-HSI dataset is a multiscene RGB-Hyperspectral benchmark dataset comprising 55 scene of shredded Electrolyzers samples. The RGB images are collected using a Teledyne Dalsa C4020 camera on a conveyor belt, while hyperspectral images (HSI) are acquired with a FENIX spectrometer. The HSI data contains 450 bands in the VNIR and SWIR range [400 - 2500]nm.&#13;
&#13;
Data Format&#13;
&#13;
&#13;
 RGB Images: .jpg files&#13;
 Ground Truth (GT): .png files. They appear black since the values are between 0 and 5. Correct visualization is done via script.&#13;
 HSI Data: Each hyperspectral data cube .img file is accompanied by a .hdr file.&#13;
&#13;
&#13;
Folder Organization&#13;
&#13;
&#13;
 Electrolyzers-HSI: 55 subfolders &#13;
&#13;
 &#13;
  1/&#13;
  &#13;
   ’GT.png’ file for segmentation ground truth&#13;
   ‘HSI.img’ and ‘HSI.hdr’ files for HSI data cube&#13;
   ‘RGB.jpg’ file for the RGB image&#13;
  &#13;
  &#13;
  2/&#13;
  &#13;
   ’GT.png’ file for segmentation ground truth&#13;
   ‘HSI.img’ and ‘HSI.hdr’ files for HSI data cube&#13;
   ‘RGB.jpg’ file for the RGB image&#13;
  &#13;
  &#13;
  3/4/5/6/ … :Same structure for all rest of folders&#13;
 &#13;
 &#13;
&#13;
&#13;
Data Classes in Masks&#13;
&#13;
&#13;
 Masks contain 0 to 5 segmentation classes:&#13;
 &#13;
  0: background&#13;
  1: “MESH”&#13;
  2: “Steel_Cathode”&#13;
  3: "Steel_Anode”&#13;
  4: “HTEL_Anode”&#13;
  5: “HTEL_Cathode”&#13;
 &#13;
 &#13;
&#13;
&#13;
Code Repository&#13;
&#13;
To facilitate reading and working with the data, Python codes are available on the GitHub repository:&#13;
&#13;
https://github.com/hifexplo&#13;
&#13;
Citation&#13;
&#13;
If you use this dataset, please cite the following article:&#13;
&#13;
Word:&#13;
&#13;
Latex:</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/3668</dc:identifier>
          <dc:identifier>10.14278/rodare.3668</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:3668</dc:identifier>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-41192</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-42879</dc:relation>
          <dc:relation>doi:10.14278/rodare.3667</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
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          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>circular economy</dc:subject>
          <dc:subject>automated data processing</dc:subject>
          <dc:subject>optical sensors</dc:subject>
          <dc:subject>Hyperspectral Imaging</dc:subject>
          <dc:subject>HSI</dc:subject>
          <dc:subject>Hyperspectral Imaging classification</dc:subject>
          <dc:subject>recycling</dc:subject>
          <dc:subject>E-waste</dc:subject>
          <dc:subject>hyperspectral imaging dataset</dc:subject>
          <dc:subject>RGB dataset</dc:subject>
          <dc:subject>conveyor belt</dc:subject>
          <dc:subject>sensors</dc:subject>
          <dc:subject>spectrometers</dc:subject>
          <dc:subject>machine learning</dc:subject>
          <dc:subject>deep learning</dc:subject>
          <dc:subject>Electrolyzers</dc:subject>
          <dc:subject>open source</dc:subject>
          <dc:subject>digitalization</dc:subject>
          <dc:subject>Transformers</dc:subject>
          <dc:title>Electrolyzers-HSI: Close-Range Multi-Scene Hyperspectral Imaging Benchmark Dataset</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
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        <identifier>oai:rodare.hzdr.de:2453</identifier>
        <datestamp>2024-08-12T07:03:45Z</datestamp>
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          <dc:creator>Uaman Svetikova, Tatiana Aureliia</dc:creator>
          <dc:creator>de Oliveira, Thales</dc:creator>
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          <dc:date>2023-08-28</dc:date>
          <dc:description>This upload represents the data used for publication &lt;&gt; including datasets, images and programming code.

1. Raw_data.rar contains raw data files obtained during transport measurements, two-colour pump-probe experiments(FELBE) and third harmonic generation experiments.

2. Drude_fit.rar contains the result of fitting the complex change in conductivity with Drude fit.

3. Band_structure_calculation.rar contains the result of the fermi energy and dispersion calculations based on kp-method.

4. Theoretical_model_calculation.rar contains the code of the program for the theoretical model for THG and fitting it with experimental data and its result

5. Presentation_Sample_QC0600.pptx contains the information about used sample.</dc:description>
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          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>topological insulators</dc:subject>
          <dc:subject>third harmonic generation</dc:subject>
          <dc:subject>HgTe</dc:subject>
          <dc:title>Giant THz nonlinearity in topological and trivial HgTe-based heterostructures: Data</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
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        <datestamp>2025-03-06T07:57:59Z</datestamp>
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          <dc:creator>Yan, Cong</dc:creator>
          <dc:creator>Hirschmann, Eric</dc:creator>
          <dc:creator>Geers, G. D. Marc</dc:creator>
          <dc:creator>Giuntini, Diletta</dc:creator>
          <dc:date>2025-03-06</dc:date>
          <dc:description>This data set consists of positron annihilation lifetime measurements generated at a conventional measuring station with a Na-22 source.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/3614</dc:identifier>
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          <dc:subject>Supercrystals</dc:subject>
          <dc:subject>Creep</dc:subject>
          <dc:subject>Nonlinear viscoelasticity</dc:subject>
          <dc:subject>Free volume</dc:subject>
          <dc:subject>Positron annihilation lifetime spectroscop</dc:subject>
          <dc:title>Data publication: Free volume and nonlinear viscoelasticity in supercrystalline nanocomposites: A nanoindentation driven modelling analysis</dc:title>
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        <datestamp>2025-09-30T09:22:00Z</datestamp>
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          <dc:creator>Sygusch, Johanna</dc:creator>
          <dc:date>2025-03-26</dc:date>
          <dc:description>The repository contains data of the dissertation:

Title: A contribution to the multidimensional characterisation and separation of ultrafine particles

Author: M.Sc. Johanna Sygusch

Faculty: Faculty of Mechanical, Process and Energy Engineering of the Technische Universität Bergakademie Freiberg

Year: 2025

It contains Excel sheets with the summarized data, as well as two zip files containing the flow cytometry measurements and the MLA images.</dc:description>
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          <dc:subject>Flotation</dc:subject>
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          <dc:subject>Separation</dc:subject>
          <dc:subject>Fine particle characterisation</dc:subject>
          <dc:title>A contribution to the multidimensional characterisation and separation of ultrafine particles (Dissertation data)</dc:title>
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        </oai_dc:dc>
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    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:3379</identifier>
        <datestamp>2025-04-24T15:12:29Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-rodare</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-casus</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Wicaksono, Damar Canggih</dc:creator>
          <dc:creator>Hernandez Acosta, Uwe</dc:creator>
          <dc:creator>Thekke Veettil, Sachin Krishnan</dc:creator>
          <dc:creator>Kissinger, Jannik</dc:creator>
          <dc:creator>Hecht, Michael</dc:creator>
          <dc:date>2025-01-06</dc:date>
          <dc:description>Data for the draft manuscript "Minterpy: Multivariate polynomial interpolation in Python". The archive also includes the scripts to generate the data and create the plot that appears in the paper.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/3379</dc:identifier>
          <dc:identifier>10.14278/rodare.3379</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:3379</dc:identifier>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-40457</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-40367</dc:relation>
          <dc:relation>doi:10.14278/rodare.3378</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/casus</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:title>Data to "Minterpy: Multivariate polynomial interpolation in Python"</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:1862</identifier>
        <datestamp>2023-01-26T12:01:40Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Alston, Jesse M.</dc:creator>
          <dc:creator>Fleming, Christen H.</dc:creator>
          <dc:creator>Kays, Roland</dc:creator>
          <dc:creator>Streicher, Jarryd P.</dc:creator>
          <dc:creator>Downs, Colleen T.</dc:creator>
          <dc:creator>Ramesh, Tharmalingam</dc:creator>
          <dc:creator>Reineking, Bjoern</dc:creator>
          <dc:creator>Calabrese, Justin</dc:creator>
          <dc:date>2022-10-10</dc:date>
          <dc:description>Data and code that can be used to reproduce the analyses underlying 'Mitigating pseudoreplication and bias in resource selection functions with autocorrelation-informed weighting' by Alston, Fleming, et al. (Preprint: https://doi.org/10.1101/2022.04.21.489059)

For more detailed information, please visit the README file.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/1862</dc:identifier>
          <dc:identifier>10.14278/rodare.1862</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:1862</dc:identifier>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-35259</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-34572</dc:relation>
          <dc:relation>doi:10.1111/2041-210X.14025</dc:relation>
          <dc:relation>doi:10.14278/rodare.1861</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:title>Data and code for: Mitigating pseudoreplication and bias in resource selection functions with autocorrelation-informed weighting</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:2700</identifier>
        <datestamp>2024-08-08T09:09:26Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
        <setSpec>user-elbe</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Zenker, Klaus</dc:creator>
          <dc:creator>Kuntzsch, Michael</dc:creator>
          <dc:date>2024-01-29</dc:date>
          <dc:description>This data was taken at DSEY (04-08.12.2023) using a climate chamber.

Multiple temperature and humidity sensors were put into the climate chamber.

Due to problems with the ChimeraTK server not all data was collected by a single ChimeraTK server,

but the sensors were grouped and read by different 1-wire servers (`1-wire_1`, `1-wire_2`, `1-wire_3`, `1-wire_4`, `1-wire_5`). Each sensor identification is listed in the owfs.xlmap file. First sensor in owfs.xlmap corresponds e.g. to DS18B20/0. Data is available as HDF5 and ROOT file.

In addition the MRF timing system was running. Two EVRs (EVR2, EVR3) were connected via long fibers (100m) to the EVM. The fibers routed through the climate chamber, such that most of the fiber was inside the chamber. A Rhode&amp;Schwartz oscilloscope was used to measure the delay of the timing output signals with respect to a third EVR (EVR1), that was connected via a short cable outside the climate chamber. That data is included in timing-data.root, which includes:


	Delay of EVR2 with respect to EVR1 -&gt; Delay_C1C2
	Delay of EVR3 with respect to EVR1 -&gt; Delay_C1C3
	Delay compensation (actual, correction) for each EVR


The intended measurement, was to use active delay compensation for EVR2 and deactivated delay compensation for EVR3. However, the measurement was spoiled by periodic delay shifts in case of EVR2. On 07.12. 10:20 the delay compensation was also activated for EVR3.

For technical reasons not all timing related data is included in rs-data.root. The delay compensation data (actual, correction) should be taken from the aggregated raw data. It includes basically all data (temperature, humidity, oscilloscope data), but in the beginning the actual delay measurement was missing (which should be taken from timing-data.root).

Selected data periods are listed in the file data.ods.

Some analysis results are already included here for convenience:


	Plots includes:
	
		Temperature calibration
		Humidity calibration
		Delay measurements
	
	
	Calibration.root includes calibration constants for humidity/temperature calibration and graphs/plots
</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/2700</dc:identifier>
          <dc:identifier>10.14278/rodare.2700</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:2700</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-38668</dc:relation>
          <dc:relation>doi:10.14278/rodare.2699</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/elbe</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/closedAccess</dc:rights>
          <dc:subject>ELBE</dc:subject>
          <dc:subject>Timing System</dc:subject>
          <dc:title>Data publication: MRF timing system characterization and 1-wire sensor calibration using a climate chamber</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:3953</identifier>
        <datestamp>2025-08-29T11:19:23Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-energy</setSpec>
        <setSpec>user-fwd</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Babich, Alexander</dc:creator>
          <dc:creator>Bashkatov, Aleksandr</dc:creator>
          <dc:creator>Eftekhari, Milad</dc:creator>
          <dc:creator>Yang, Xuegeng</dc:creator>
          <dc:creator>Strasser, Peter</dc:creator>
          <dc:creator>Mutschke, Gerd</dc:creator>
          <dc:creator>Eckert, Kerstin</dc:creator>
          <dc:date>2025-08-29</dc:date>
          <dc:description>Raw data on bubble growth on microelectrodes</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/3953</dc:identifier>
          <dc:identifier>10.14278/rodare.3953</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:3953</dc:identifier>
          <dc:relation>doi:10.1103/PRXEnergy.4.013011</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-41263</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-41261</dc:relation>
          <dc:relation>doi:10.14278/rodare.3952</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/energy</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/fwd</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>Bubble dynamics</dc:subject>
          <dc:subject>Marangoni convection</dc:subject>
          <dc:subject>Multiphase flows</dc:subject>
          <dc:subject>Thermocapillarity</dc:subject>
          <dc:title>Data publication: Oxygen versus Hydrogen Bubble Dynamics during Water Electrolysis at Microelectrodes</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:2588</identifier>
        <datestamp>2023-12-01T11:14:56Z</datestamp>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Zhao, Xinne</dc:creator>
          <dc:creator>Kolbinger, Fiona R.</dc:creator>
          <dc:creator>Distler, Marius</dc:creator>
          <dc:creator>Weitz, Jürgen</dc:creator>
          <dc:creator>Makarov, Denys</dc:creator>
          <dc:creator>Bachmann, Michael</dc:creator>
          <dc:creator>Baraban, Larysa</dc:creator>
          <dc:date>2023-12-01</dc:date>
          <dc:description>research data on amylase concentration detection (Pancreatic α-Amylase in Postoperative Patients) with millifluidic device and plate reader and their statistical analysis</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/2588</dc:identifier>
          <dc:identifier>10.14278/rodare.2588</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:2588</dc:identifier>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-38005</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-38002</dc:relation>
          <dc:relation>doi:10.14278/rodare.2587</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>pancreatic surgery</dc:subject>
          <dc:subject>postoperative pancreatic fistula</dc:subject>
          <dc:subject>pancreatic α-amylase</dc:subject>
          <dc:subject>droplet-based millifluidics</dc:subject>
          <dc:subject>point-of-care diagnostics</dc:subject>
          <dc:title>Data publication: Portable Droplet-Based Real-Time Monitoring of Pancreatic α-Amylase in Postoperative Patients</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>other</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:4183</identifier>
        <datestamp>2026-04-29T13:45:37Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-fwd</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:contributor>Bieberle, André</dc:contributor>
          <dc:contributor>Lami, Luca</dc:contributor>
          <dc:contributor>Kryk, Holger</dc:contributor>
          <dc:contributor>Geißelbrecht, Michael</dc:contributor>
          <dc:creator>Bieberle, André</dc:creator>
          <dc:date>2025-12-12</dc:date>
          <dc:description>This data archive contains the pulse height spectra recorded with the MCA-527 (GBS) multichannel analyser and the corresponding history files. The pulse height spectra were recorded continuously throughout the day with an integration time of 300 s. The scintillation detector was operated at +800 V. The data is used for quantitative liquid holdup determination.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/4183</dc:identifier>
          <dc:identifier>10.14278/rodare.4183</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:4183</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-42445</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-43324</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-43237</dc:relation>
          <dc:relation>doi:10.14278/rodare.4182</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/fwd</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/restrictedAccess</dc:rights>
          <dc:subject>gamma-radiation</dc:subject>
          <dc:subject>densitometry</dc:subject>
          <dc:subject>phase fraction determination</dc:subject>
          <dc:title>Densitometric scans on a LOHC Reactor</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:2872</identifier>
        <datestamp>2024-08-12T08:05:48Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-rodare</setSpec>
        <setSpec>user-health</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-oncoray</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:contributor>Werner, Rahel-Debora</dc:contributor>
          <dc:contributor>Franke, Anna</dc:contributor>
          <dc:contributor>Makarevich, Krystsina</dc:contributor>
          <dc:contributor>Kögler, Toni</dc:contributor>
          <dc:contributor>Kögler, Toni</dc:contributor>
          <dc:contributor>Stach, Daniel</dc:contributor>
          <dc:contributor>Weinberger, David</dc:contributor>
          <dc:contributor>Wolf, Andreas</dc:contributor>
          <dc:contributor>Dreyer, Anne</dc:contributor>
          <dc:creator>Makarevich, Krystsina</dc:creator>
          <dc:creator>Schellhammer, Sonja</dc:creator>
          <dc:creator>Pausch, Guntram</dc:creator>
          <dc:creator>Römer, Katja</dc:creator>
          <dc:creator>Tiebel, Jessica</dc:creator>
          <dc:creator>Turko, Joseph Alexander Bunker</dc:creator>
          <dc:creator>Wagner, Andreas</dc:creator>
          <dc:creator>Kögler, Toni</dc:creator>
          <dc:date>2024-05-16</dc:date>
          <dc:description>The dataset contains the data reported on https://www.hzdr.de/publications/Publ-39073 where 2 proton bunch monitors (PBMs), namely the diamond detector and the cyclotron monitoring signal Uphi, are established, characterized, and applied for correcting the prompt gamma-ray timing (PGT) data. Experimental setup, irradiation modalities, data acquisition, and data pre- and postprocessing are described there.

The process is summarized in the following:

Experimental setup: A homogeneous cylindrical PMMA phantom was irradiated with a proton beam. Two sets of measurements were considered:

S1) measurements at the horizontal fixed beamline with the control of the beam time structure and current. These data establish the relation between the investigated PBMs and calibrate them to the scattering setup that provides the proton bunch arrival time in the experimental room. The phantom was irradiated with 7 different proton energies Ep = {70, 90, 110, 130, 160, 190, 224} MeV. For each Ep, 3 irradiation modalities were applied:


	CW-mode represented the continuous beam lasting for 30 s, the beam current Ibeam = 2 nA for all Ep excluding 70 MeV (for 70 MeV, Ibeam = 0.5 nA);
	Plan I represented a clinically realistic plan with a spot duration of 4 ms and a spot repetition time of 7 ms. The beam current Ibeam = 1 nA for all Ep excluding 70 MeV (for 70 MeV, Ibeam = 0.5 nA);
	Plan II aimed to reproduce the measurements of Werner et al. (2019) in Phys. Med. Biol. 64 105023, 20pp (https://doi.org/10.1088/1361-6560/ab176d). For that, the spot duration was set to 69 ms, and the repetition time was 72 ms. The beam current Ibeam = 1 nA for all Ep excluding 70 MeV (for 70 MeV, Ibeam = 0.5 nA).


S2) measurements at the pencil beam scanning (PBS) beamline were similar to those at the clinical beam delivery nozzle. The PBS beamline delivers the beam as spots of given intensity (expressed in MU), (x,y)-coordinates, and energy (corresponds to the penetration depth or z-coordinate). These data comprise data from the PGT detector and PBMs and are used to correct the PGT data employing the investigated PBMs. The phantom was irradiated with 8 different proton energies Ep = {70, 90, 110, 130, 162, 180, 200, 220} MeV. For every energy, 2 spot intensities were considered: 0.1 MU per 1 spot (~1e7 protons) and 1 MU per 1 spot (~1e8 protons). For Ep = 162 MeV, an additional spot intensity of 10 MU per 1 spot (~1e9 protons) was applied to reproduce the measurements of Werner et al. (2019) in Phys. Med. Biol. 64 105023, 20pp (https://doi.org/10.1088/1361-6560/ab176d).

Data preprocessing:

The raw data of each measurement were converted from the binary list-mode format to ROOT TTrees. The data were corrected for the photomultiplier gain drift, and digitalization time non-linearities, and the integral signal was converted into deposited energy. For the measurements at the fixed beamline, the coincidence analysis was applied additionally for non-PBM detectors. The data were assigned to individual corresponding spots for the PBS beamline measurements.

Data structure:

The ROOT files are named u100-p00XX-yyyy-mm-dd_HH.MM.SS+TZ.root where p00XX is the detector’s number, yyyy-mm-dd_HH.MM.SS is the time of the measurement, and TZ is the time zone. Here, p0012 and p0019 mean scintillating detectors that were used both at the fixed beamline, and only detector p0012 was used for PGT measurements at the PBS beamline. P0015 is the diamond detector, and p0017 contains data of the Uphi signal.

In general, the data structure inside the ROOT files is different depending on the purpose of the detector. However, there are some general includes:


	data (TTree) contains list-mode data which comprises

	
		uncorrected data: before corrections and calibrations steps;
		corrected data: after correcations and calibrations steps;
	
	
	meta (TTree) is a measurement metadata (applied detector voltage, the start time of the measurements, etc.);
	histograms is a directory with selected example histograms (uncorrected);
	analysis is a directory with histograms with corrected data used for the analysis.


For further questions, please refer to the contact persons stated above.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/2872</dc:identifier>
          <dc:identifier>10.14278/rodare.2872</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:2872</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>doi:10.14278/rodare.2872</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-39104</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-39104</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-39104</dc:relation>
          <dc:relation>doi:10.14278/rodare.2872</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-39104</dc:relation>
          <dc:relation>doi:10.14278/rodare.2872</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-39073</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-39104</dc:relation>
          <dc:relation>doi:10.14278/rodare.2871</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/health</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/oncoray</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>prompt gamma timing</dc:subject>
          <dc:subject>PGT</dc:subject>
          <dc:subject>proton bunch monitor</dc:subject>
          <dc:subject>PBM</dc:subject>
          <dc:subject>proton range verification</dc:subject>
          <dc:title>Experimental data for investigating proton bunch monitors for clinical translation of prompt gamma-ray timing</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:4578</identifier>
        <datestamp>2026-03-26T10:10:20Z</datestamp>
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        <setSpec>user-hzdr</setSpec>
        <setSpec>user-matter</setSpec>
        <setSpec>user-robl</setSpec>
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      </header>
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          <dc:creator>Gurzeda, Bartosz Piotr</dc:creator>
          <dc:creator>Boulanger, Nicolas</dc:creator>
          <dc:creator>Li, Gui</dc:creator>
          <dc:creator>Jørgensen, Mads Ry Vogel</dc:creator>
          <dc:creator>Kantor, Innokenty</dc:creator>
          <dc:creator>Baburin, Igor</dc:creator>
          <dc:creator>Petre, Marta</dc:creator>
          <dc:creator>Enachescu, Marius</dc:creator>
          <dc:creator>Talyzin, Alexandr V.</dc:creator>
          <dc:date>2026-03-12</dc:date>
          <dc:description>The dataset contains the characterization of the synthesized Ti3C2Tz MXene materials by etching Ti3AlC2 titanium aluminum carbide in solution of ammonium fluoride in acetic acid by XRD, TGA, and XPS.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/4578</dc:identifier>
          <dc:identifier>10.14278/rodare.4578</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:4578</dc:identifier>
          <dc:relation>doi:10.1107/S1600577520014265</dc:relation>
          <dc:relation>doi:10.1002/smll.202514731</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-43184</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-43125</dc:relation>
          <dc:relation>doi:10.14278/rodare.4577</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/matter</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/robl</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>environmental friendly</dc:subject>
          <dc:subject>in situ XRD</dc:subject>
          <dc:subject>MXene synthesis</dc:subject>
          <dc:subject>synchrotron</dc:subject>
          <dc:subject>titanium aluminum carbide</dc:subject>
          <dc:title>Data publication: Titanium Carbide MXene Synthesis by Etching of Titanium Aluminum Carbide in Acetic Acid Solution</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
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    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:1501</identifier>
        <datestamp>2025-02-06T08:24:12Z</datestamp>
        <setSpec>software</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-health</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Abdussalam, Wildan</dc:creator>
          <dc:date>2022-03-24</dc:date>
          <dc:description>Software to synchonise the data between various data sources and casus database server. For Unix users please use MigrateWhere2test_0.7Unix.zip and for WIndows users please use MigrateWhere2test_0.7Win.zip. In order to use the scripts, please use the following instructions:

Windows

1. Create the postgreq sql database and set the port 5432 

2. Create folder C:\Workspaces and unzip the unix file. 

3. Create folder in workspaces, com.com.casus.env.where2test.migration\COM_CASUS_WHERE2TEST_MIGRATION and then unzip the source file inside COM_CASUS_WHERE2TEST_MIGRATION. 

4. Set run Develop and run the .bat file on the folder MigrateWhere2test_0.7Unix to run in localhost.

Unix

1. Create PostgreSQL with port 32771.
2. Create folder /home/wildan/Workspaces and unzip the unix file. 

3. Open the file MigrateWhere2test/MigrateWhere2test_run.sh and change the mode "Default" by "Production"

4. Create folder in workspaces, com.com.casus.env.where2test.migration.unix/COM_CASUS_WHERE2TEST_MIGRATION and then unzip the source file inside COM_CASUS_WHERE2TEST_MIGRATION. 

5. run the MigrateWhere2test_run.sh in the "Production" mode.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/1501</dc:identifier>
          <dc:identifier>10.14278/rodare.1501</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:1501</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-34430</dc:relation>
          <dc:relation>doi:10.14278/rodare.1500</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/health</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>data pipeline</dc:subject>
          <dc:title>Data synchronizator of Where2test pipeline</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>software</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:3885</identifier>
        <datestamp>2025-08-21T09:33:11Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-elbe</setSpec>
        <setSpec>user-felbe</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-fwi</setSpec>
        <setSpec>user-matter</setSpec>
        <setSpec>user-rodare</setSpec>
        <setSpec>user-telbe</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Uaman Svetikova, Tatiana Aureliia</dc:creator>
          <dc:creator>Ilyakov, Igor</dc:creator>
          <dc:creator>Ponomaryov, Alexey</dc:creator>
          <dc:creator>de Oliveira, Thales</dc:creator>
          <dc:creator>Berger, Christian</dc:creator>
          <dc:creator>Fürst, Lena</dc:creator>
          <dc:creator>Bayer, Florian</dc:creator>
          <dc:creator>Deinert, Jan-Christoph</dc:creator>
          <dc:creator>Prajapati, Gulloo Lal</dc:creator>
          <dc:creator>Arshad, Atiqa</dc:creator>
          <dc:creator>Novik, Elena G.</dc:creator>
          <dc:creator>Pashkin, Alexej</dc:creator>
          <dc:creator>Helm, Manfred</dc:creator>
          <dc:creator>Winnerl, Stephan</dc:creator>
          <dc:creator>Buhmann, Hartmut</dc:creator>
          <dc:creator>Molenkamp, Laurens W.</dc:creator>
          <dc:creator>Kiessling, Tobias</dc:creator>
          <dc:creator>Kovalev, Sergey</dc:creator>
          <dc:creator>Astakhov, Georgy</dc:creator>
          <dc:date>2025-07-27</dc:date>
          <dc:description>This upload represents the data used for publication, including datasets and programming code.

1. Folder “raw_data” contains raw data files obtained during third harmonic generation experiments.
2. Folder “programs” contains the code of the programs for data processing, fitting, and simulations.
3. Folder “origin” contains the main origin file with the visualization of the experimental results and simulations.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/3885</dc:identifier>
          <dc:identifier>10.14278/rodare.3885</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:3885</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>doi:10.17815/jlsrf-2-58</dc:relation>
          <dc:relation>arxiv:2412.17179</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-41655</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-41742</dc:relation>
          <dc:relation>doi:10.14278/rodare.3884</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/elbe</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/felbe</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/fwi</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/matter</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/telbe</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>HgTe</dc:subject>
          <dc:subject>Nonlinear effects</dc:subject>
          <dc:subject>THz</dc:subject>
          <dc:title>Highly efficient broadband THz upconversion with Dirac materials: Data</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:3355</identifier>
        <datestamp>2025-05-06T09:07:12Z</datestamp>
        <setSpec>software</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
        <setSpec>user-casus</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Wicaksono, Damar Canggih</dc:creator>
          <dc:creator>Hecht, Michael</dc:creator>
          <dc:date>2024-11-18</dc:date>
          <dc:description>UQTestFuns is an open-source Python3 library of test functions commonly used within the applied uncertainty quantification (UQ) community. Specifically, the package provides:


	an implementation with minimal dependencies (i.e., NumPy and SciPy) and a common interface of many test functions
	a single entry point collecting test functions and their probabilistic input specifications in a single Python package
	an opportunity for an open-source contribution, supporting the implementation of new test functions or posting reference results.


In short, UQTestFuns is an homage to the Virtual Library of Simulation Experiments (VLSE).

v0.5.0 is a minor release that further expands the library of available UQ test functions. This update introduces 14 new test functions, bringing the total to 56.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/3355</dc:identifier>
          <dc:identifier>10.14278/rodare.3355</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:3355</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>doi:10.21105/joss.05671</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-37736</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-37735</dc:relation>
          <dc:relation>doi:10.14278/rodare.2530</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/casus</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://opensource.org/licenses/MIT</dc:rights>
          <dc:subject>python</dc:subject>
          <dc:subject>uncertainty-quantification</dc:subject>
          <dc:subject>benchmark</dc:subject>
          <dc:subject>sensitivity-analysis</dc:subject>
          <dc:subject>metamodeling</dc:subject>
          <dc:subject>reliability-analysis</dc:subject>
          <dc:title>UQTestFuns: A Python3 Library of Uncertainty Quantification (UQ) Test Functions</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>software</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:228</identifier>
        <datestamp>2022-01-12T10:36:49Z</datestamp>
        <setSpec>user-fwd</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Schindler, Felix</dc:creator>
          <dc:creator>Zürner, Till</dc:creator>
          <dc:creator>Vogt, Tobias</dc:creator>
          <dc:creator>Eckert, Sven</dc:creator>
          <dc:creator>Schumacher, Jörg</dc:creator>
          <dc:date>2019-07-01</dc:date>
          <dc:description>Lecture (Conference)

11th PAMIR International Conference- Fundamental and Applied MHD July 1-5, 2019, Reims, EVEM France

We are investigating turbulent Rayleigh-Bénard convection in liquid metal under the
influence of a vertical magnetic field. Utilizing a combination of thermocouple (TC) and
ultrasound-Doppler-velocimetry (UDV) measurements gives us the possibility to directly
determine the temperature and velocity field, respectively. Further this gives us the
possibility to observe changes in the large-scale flow structure.
By applying magnetic fields to the liquid metal convection, we quantified changes of heat
and momentum transport in the liquid metal alloy GaInSn. The experimental results of our
setup agree well with theory findings and direct numerical simulations of the dynamics in
our convection cell. The requirement of large computing power at these parameters makes
it hard to simulate long-term dynamics with time scales from minutes to several hours. Thus
to investigate slow developing dynamics like sloshing, rotation, or deformation of the large-
scale flow structure model experiments are indispensable.
We demonstrate the suppression of the convective flow by a vertical magnetic field in a
cylindrical cell of aspect ratio 1. In this setup Rayleigh numbers up to 6·107 are
investigated. The flow structure at low Hartmann numbers is a single roll large scale
circulation (LSC). Increasing the Hartmann number leads to a transition from the single-roll
LSC into a cell structure. An even stronger magnetic field supresses the flow in the center
of the cell completely and expels the flow to the side walls.
Even above the critical Hartmann numbers corresponding to the Chandrasekhar limit for
the onset of magnetoconvection in a fluid layer without lateral boundaries we still observe
remarkable flows near the side walls. The destabilising effect of the non-conducting side
walls was predicted by theory and simulations, and is here for the first time experimentally
confirmed.

 </dc:description>
          <dc:description>Support by Deutsche Forschungsgemeinschaft with grants VO 2332/1-1 and SCHU 1410/29-1</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/228</dc:identifier>
          <dc:identifier>10.14278/rodare.228</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:228</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>doi:10.1017/S0022112096004491</dc:relation>
          <dc:relation>doi:10.1103/physreve.62.r4520</dc:relation>
          <dc:relation>doi:10.1017/jfm.2018.479</dc:relation>
          <dc:relation>doi:10.1073/pnas.1417741112</dc:relation>
          <dc:relation>doi:10.1017/jfm.2019.556</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-28698</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-30439</dc:relation>
          <dc:relation>doi:10.14278/rodare.227</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/fwd</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>Rayleigh-Bénard-Convection</dc:subject>
          <dc:subject>Magnetohydrodynamic</dc:subject>
          <dc:subject>low Prandtl Number</dc:subject>
          <dc:subject>liquid metal</dc:subject>
          <dc:subject>Ultrasound velocimetry</dc:subject>
          <dc:title>Low Prandtl Number Rayleigh-Bénard Convection in a Vertical Magnetic Field</dc:title>
          <dc:type>info:eu-repo/semantics/lecture</dc:type>
          <dc:type>presentation</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:1652</identifier>
        <datestamp>2023-06-02T08:54:59Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Voigt, Martin</dc:creator>
          <dc:creator>Knodel, Oliver</dc:creator>
          <dc:date>2021-04-16</dc:date>
          <dc:description>This dataset contains the metadata for an example project generated using the project export button in our prototype scientific project lifecycle and workflow management system HELIPORT (HELmholtz ScIentific Project WORkflow PlaTform). The metadata schema is still under development and this entry will be updated to reflect further developments.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/1652</dc:identifier>
          <dc:identifier>10.14278/rodare.1652</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:1652</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>doi:10.14278/rodare.947</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-32577</dc:relation>
          <dc:relation>doi:10.14278/rodare.947</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-32577</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-32537</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-33939</dc:relation>
          <dc:relation>doi:10.14278/rodare.938</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>metadata</dc:subject>
          <dc:subject>HELIPORT</dc:subject>
          <dc:subject>project livecycle</dc:subject>
          <dc:subject>FAIR</dc:subject>
          <dc:title>Example Project Plan generated by HELIPORT</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:264</identifier>
        <datestamp>2022-12-02T10:03:01Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>openaire_data</setSpec>
        <setSpec>openaire_data</setSpec>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-ecfunded</setSpec>
        <setSpec>user-fwd</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Sommer, Anna-Elisabeth</dc:creator>
          <dc:creator>Rox, Hannes</dc:creator>
          <dc:creator>Eckert, Kerstin</dc:creator>
          <dc:creator>Shi, Pengyu</dc:creator>
          <dc:creator>Rzehak, Roland</dc:creator>
          <dc:date>2020-11-15</dc:date>
          <dc:description>A solid-liquid flow in stirred tanks occurs frequently in different branches of process engineering where particles need to be suspended in a liquid. Computational Fluid Dynamics (CFD) simulations of this type of flow on industrial scales are feasible if the closure models implemented therein are appropriate. A large number of closure models exist but, due to a lack of data sources for validation, no systematic assessment of these different models has appeared so far. The present dataset aims to accumulate a comprehensive ''CFD-grade'' database based on experiments on single-phase and two-phase flows in a standardized stirred tank with a diameter of 90 mm. The velocity fields of the liquid phase (deionized water) and, in the two-phase case, the solid phase were measured with Particle Image Velocimetry (PIV) and Particle Shadow Velocimetry (PSV), respectively. The experiments cover a range of parameters to achieve an extensive database. A narrow particle distribution of nearly neutrally buoyant particles (polyethylene spheres), as well as heavy particles (glass spheres) in suspension, are considered over a range of particle diameters (63µm-500µm), solid volume fractions (0.025 vol% - 0.1vol%), as well as impeller rotation speeds (650rpm - 1500rpm). The transient flow field on the plane midway between two baffles was recorded over 50 impeller rotations to achieve statistical significance. The time-averaged (or angle-resolved) mean and fluctuation velocities were then obtained by averaging the transient data in the laboratory frame of reference (or the frame of reference rotating with the impeller). The data is organized and analyzed as described in the corresponding journal publication "Solid-liquid Flow in Stirred Tanks: ”CFD-grade” Experimental Investigation".</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/264</dc:identifier>
          <dc:identifier>10.14278/rodare.264</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:264</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>info:eu-repo/grantAgreement/EC/H2020/821265/</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-31713</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-31701</dc:relation>
          <dc:relation>doi:10.14278/rodare.263</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/ecfunded</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/fwd</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>stirred tanks</dc:subject>
          <dc:subject>solid-liquid flow</dc:subject>
          <dc:subject>Particle Image Velocimetry (PIV)</dc:subject>
          <dc:subject>Particle Shadow Velocimetry (PSV)</dc:subject>
          <dc:subject>"Computational Fluid Dynamics (CFD)-grade" database</dc:subject>
          <dc:title>"CFD-grade" Experimental data for Solid-liquid Flow in a Stirred Tank</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
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    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:757</identifier>
        <datestamp>2024-08-08T10:38:45Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-matter</setSpec>
        <setSpec>user-rodare</setSpec>
        <setSpec>user-elbe</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:contributor>Kim, Heejae</dc:contributor>
          <dc:contributor>Jäger, Sebastian</dc:contributor>
          <dc:creator>Deinert, Jan-Christoph</dc:creator>
          <dc:creator>Kovalev, Sergey</dc:creator>
          <dc:date>2021-01-22</dc:date>
          <dc:description>Research data for the May 2020 beamtime on "THz-driven structural phase transition in a hybrid perovskite".

PI: Heejae Kim, MPI for polymer research, Mainz.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/757</dc:identifier>
          <dc:identifier>10.14278/rodare.757</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:757</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-32146</dc:relation>
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          <dc:relation>url:https://rodare.hzdr.de/communities/elbe</dc:relation>
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          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/restrictedAccess</dc:rights>
          <dc:subject>Terahertz</dc:subject>
          <dc:subject>Phase transition</dc:subject>
          <dc:subject>Perovskite</dc:subject>
          <dc:subject>field-driven</dc:subject>
          <dc:subject>2D-spectroscopy</dc:subject>
          <dc:subject>ultrafast</dc:subject>
          <dc:title>Research data: THz-driven structural phase transition in a hybrid perovskite</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
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        <identifier>oai:rodare.hzdr.de:4199</identifier>
        <datestamp>2026-01-07T15:21:39Z</datestamp>
        <setSpec>software</setSpec>
        <setSpec>user-health</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-pet-center</setSpec>
        <setSpec>user-rodare</setSpec>
        <setSpec>user-zrt</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Maus, Jens</dc:creator>
          <dc:creator>Nitschke, Janina</dc:creator>
          <dc:creator>Nikulin, Pavel</dc:creator>
          <dc:creator>Hofheinz, Frank</dc:creator>
          <dc:creator>Barth, Mareike</dc:creator>
          <dc:creator>Lemm, Sandy</dc:creator>
          <dc:creator>Richter, Lena</dc:creator>
          <dc:creator>Pietzsch, Jens</dc:creator>
          <dc:creator>Braune, Anja</dc:creator>
          <dc:creator>Ullrich, Martin</dc:creator>
          <dc:date>2026-01-07</dc:date>
          <dc:description>Collection of neural network models for automatic image segmentation of microscopic tumor spheroids. Intended to be used with nnU-Net deep-learning framework. Trained and tested on a total of microscopic images of mouse pheochromocytoma (MPC) tumor cells.

In addition to the trained network model, a PyQt5-based graphical user interface tool is provided. This tool provides a complete pipeline for handling microscopic spheroid image data, running deep-learning–based delineation, and curating results for continuous model improvement.

For installation and usage instructions, please visit https://github.com/hzdr-MedImaging/pyMarAI

Please cite nnU-Net and the respective paper when using pyMarAI.

List of available model types:


	pyMarAI-1.0.0-ecat.zip: nnUNetv2 ready network (for ECAT7)
	pyMarAI-1.0.0-nifti.zip: nnUNetv2 ready network (for NIFTI)
</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/4199</dc:identifier>
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          <dc:relation>url:https://www.hzdr.de/publications/Publ-42498</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-42497</dc:relation>
          <dc:relation>url:https://github.com/hzdr-MedImaging/pyMarAI</dc:relation>
          <dc:relation>doi:10.14278/rodare.4198</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/health</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/pet-center</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/zrt</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by-sa/4.0/legalcode</dc:rights>
          <dc:subject>Tumor Spheroid Imaging</dc:subject>
          <dc:subject>Radiopharmacological Treatment Response Assays</dc:subject>
          <dc:subject>Delineation</dc:subject>
          <dc:subject>Cancer</dc:subject>
          <dc:subject>Deep-Learning</dc:subject>
          <dc:subject>Artifical Intelligence</dc:subject>
          <dc:subject>Convolutional Neural Networks</dc:subject>
          <dc:subject>Network model</dc:subject>
          <dc:title>pyMarAI: nnU-Net-based Tumor Spheroids Auto Delineation</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>software</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:2864</identifier>
        <datestamp>2024-05-21T14:44:21Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-energy</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Thiele, Samuel Thomas</dc:creator>
          <dc:creator>Kirsch, Moritz</dc:creator>
          <dc:creator>Madriz Diaz, Yuleika Carolina</dc:creator>
          <dc:creator>Gloaguen, Richard</dc:creator>
          <dc:date>2024-05-15</dc:date>
          <dc:description>This hyperspectral drillcore dataset (shed) contains 10 drill holes, totalling 413 boxes that cumulatively contain 2845 meters of scanned cores. Hyperspectral data is stored in the widely used ENVI format (.dat and associated .hdr files), which can be opened using e.g., napari-hippo (GUI) and hylite (python). The whole directory structure is compatible with hycore, for easier out-of-core processing and visualisation.

These hyperspectral data and associated visualisations can also be viewed interactively here.

These cores intersect stratigraphic units of the Lower Carboniferous Irish Midlands, including the Lucan Formation (Upper Dark Limestones), the Feltrim Formation (Boulder Conglomerate), the Slane Castle Formation (Argillaceous Bioclastic Limestone), the Meath Formation (Shaley Pale Limestones unit), the Liscarton Formation (Mixed Beds unit), and Lower Paleozoic basement rocks.

Scanning was conducted on cores such that a variety of lithology, sedimentary facies, proximity to mineralization, alteration intensity, and dolomitization intensity were sampled.

These data were acquired as part of the Horizons Europe project Vector. Teck Ireland is acknowledged for providing access to core material and assisting with the hyperspectral scanning logistics.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/2864</dc:identifier>
          <dc:identifier>10.14278/rodare.2864</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:2864</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-39121</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-39108</dc:relation>
          <dc:relation>doi:10.14278/rodare.2863</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/energy</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>mineral deposits</dc:subject>
          <dc:subject>hyperspectral</dc:subject>
          <dc:subject>resources</dc:subject>
          <dc:subject>ireland</dc:subject>
          <dc:subject>sediment hosted Pb-Zn</dc:subject>
          <dc:title>Collinstown Hyperspectral Drillcore Data</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:2256</identifier>
        <datestamp>2023-12-22T05:35:06Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Afifi, Ahmed J. M.</dc:creator>
          <dc:creator>Thiele, Samuel Thomas</dc:creator>
          <dc:creator>Rizaldy, Aldino</dc:creator>
          <dc:creator>Lorenz, Sandra</dc:creator>
          <dc:creator>Kirsch, Moritz</dc:creator>
          <dc:creator>Ghamisi, Pedram</dc:creator>
          <dc:creator>Tolosana Delgado, Raimon</dc:creator>
          <dc:creator>Gloaguen, Richard</dc:creator>
          <dc:creator>Heizmann, Michael</dc:creator>
          <dc:date>2023-04-19</dc:date>
          <dc:description>The increasing use of deep learning techniques has reduced interpretation time and, ideally, reduced interpreter bias by automatically deriving geological maps from digital outcrop models. However, accurate validation of these automated mapping approaches is a significant challenge due to the subjective nature of geological mapping and the difficulty in collecting quantitative validation data. Additionally, many state-of-the-art deep learning methods are limited to 2D image data, which is insufficient for 3D digital outcrops, such as hyperclouds. To address these challenges, we present Tinto, a multi-sensor benchmark digital outcrop dataset designed to facilitate the development and validation of deep learning approaches for geological mapping, especially for non-structured 3D data like point clouds. Tinto comprises two complementary sets: 1) a real digital outcrop model from Corta Atalaya (Spain), with spectral attributes and ground-truth data, and 2) a synthetic twin that uses latent features in the original datasets to reconstruct realistic spectral data (including sensor noise and processing artifacts) from the ground-truth. The point cloud is dense and contains  3,242,964 labeled points. We used these datasets to explore the abilities of different deep learning approaches for automated geological mapping. By making Tinto publicly available, we hope to foster the development and adaptation of new deep learning tools for 3D applications in Earth sciences.</dc:description>
          <dc:description>This research received funding from the Initiative and Networking Fund (INF) of the Hermann von Helmholtz Association of German Research Centres in the framework of the Helmholtz Imaging Platform under grant agreement No ZT-I-PF-4-021.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/2256</dc:identifier>
          <dc:identifier>10.14278/rodare.2256</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:2256</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-36833</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-38265</dc:relation>
          <dc:relation>doi:10.14278/rodare.2255</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>point cloud</dc:subject>
          <dc:subject>hyperspectral</dc:subject>
          <dc:subject>hypercloud</dc:subject>
          <dc:subject>deep learning</dc:subject>
          <dc:subject>point cloud segmentation</dc:subject>
          <dc:subject>synthetic data</dc:subject>
          <dc:subject>digital outcrop</dc:subject>
          <dc:title>Tinto: Multisensor Benchmark for 3D Hyperspectral Point Cloud Segmentation in the Geosciences</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:2336</identifier>
        <datestamp>2024-02-22T11:56:49Z</datestamp>
        <setSpec>user-rodare</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-fwd</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Maestri, Rhandrey</dc:creator>
          <dc:creator>Bürkle, Florian</dc:creator>
          <dc:creator>Ding, Wei</dc:creator>
          <dc:creator>Büttner, Lars</dc:creator>
          <dc:creator>Czarske, Jürgen</dc:creator>
          <dc:creator>Hampel, Uwe</dc:creator>
          <dc:creator>Lecrivain, Gregory</dc:creator>
          <dc:date>2023-06-20</dc:date>
          <dc:description>Data used in the article Equilibrium Taylor bubble in a narrow vertical tube with constriction.

Compressed in the 7Z File:

Data: Values used for bubble velocity in Fig. 4 and values extracted from the wall shape in the different tubes;

Figures: All figures used in the publication;

Videos: Videos in mp4 or avi.</dc:description>
          <dc:description>This work was supported by the German Research Foundation (Deutsche Forschungsgemeinschaft) under the project number 459505672</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/2336</dc:identifier>
          <dc:identifier>10.14278/rodare.2336</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:2336</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-37133</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-37123</dc:relation>
          <dc:relation>doi:10.14278/rodare.2335</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/fwd</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>Gas–liquid flow</dc:subject>
          <dc:subject>Taylor bubble</dc:subject>
          <dc:subject>Flow blockage</dc:subject>
          <dc:subject>Channel constriction</dc:subject>
          <dc:title>Data publication: Equilibrium Taylor bubble in a narrow vertical tube with constriction</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>video</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:1499</identifier>
        <datestamp>2023-02-16T09:51:35Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Ben Said, Borhane</dc:creator>
          <dc:creator>Pereira, Lucas</dc:creator>
          <dc:creator>Tolosana Delgado, Raimon</dc:creator>
          <dc:creator>Rudolph, Martin</dc:creator>
          <dc:date>2022-03-30</dc:date>
          <dc:description>An open-source and user-friendly platform for using design of experiments for optimizing mineral processing. No specific knowledge of programming languages is required for using the platform. Depending on the user needs, the platform suggests the optimal experimental strategy with a minimum number of runs required. Different types of experimental designs such as screening, full factorial and central composite designs are currently available. The R shiny app can be accessed via:  https://hifgeomet.shinyapps.io/Optimization_Tool/</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/1499</dc:identifier>
          <dc:identifier>10.14278/rodare.1499</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:1499</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-34457</dc:relation>
          <dc:relation>doi:10.14278/rodare.1498</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/1.0/legalcode</dc:rights>
          <dc:subject>Design of experiments, Plant optimization, Mineral processing, Shiny R, Process Modelling</dc:subject>
          <dc:title>A user-friendly R Platform for Optimizing Mineral Processing</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
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    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:1508</identifier>
        <datestamp>2023-02-16T09:51:35Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
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        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Ben Said, Borhane</dc:creator>
          <dc:creator>Pereira, Lucas</dc:creator>
          <dc:creator>Tolosana Delgado, Raimon</dc:creator>
          <dc:creator>Rudolph, Martin</dc:creator>
          <dc:date>2022-03-31</dc:date>
          <dc:description>An open-source and user-friendly platform for using design of experiments for optimizing mineral processing. No specific knowledge of programming languages is required for using the platform. Depending on the user needs, the platform suggests the optimal experimental strategy with a minimum number of runs required. Different types of experimental designs such as screening, full factorial and central composite designs are currently available. The R shiny app can be accessed via:  https://hifgeomet.shinyapps.io/Optimization_Tool/</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/1508</dc:identifier>
          <dc:identifier>10.14278/rodare.1508</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:1508</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-34457</dc:relation>
          <dc:relation>doi:10.14278/rodare.1498</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/1.0/legalcode</dc:rights>
          <dc:subject>Design of experiments, Plant optimization, Mineral processing, Shiny R, Process Modelling</dc:subject>
          <dc:title>A user-friendly R Platform for Optimizing Mineral Processing</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:1509</identifier>
        <datestamp>2023-02-16T09:51:36Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Ben Said, Borhane</dc:creator>
          <dc:creator>Pereira, Lucas</dc:creator>
          <dc:creator>Tolosana Delgado, Raimon</dc:creator>
          <dc:creator>Rudolph, Martin</dc:creator>
          <dc:date>2022-04-01</dc:date>
          <dc:description>An open-source and user-friendly platform for using design of experiments for optimizing mineral processing. No specific knowledge of programming languages is required for using the platform. Depending on the user needs, the platform suggests the optimal experimental strategy with a minimum number of runs required. Different types of experimental designs such as screening, full factorial and central composite designs are currently available. The R shiny app can be accessed via:  https://hifgeomet.shinyapps.io/Optimization_Tool/</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/1509</dc:identifier>
          <dc:identifier>10.14278/rodare.1509</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:1509</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-34457</dc:relation>
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          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
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          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/1.0/legalcode</dc:rights>
          <dc:subject>Design of experiments</dc:subject>
          <dc:subject>Plant optimization</dc:subject>
          <dc:subject>Mineral processing</dc:subject>
          <dc:subject>Shiny R</dc:subject>
          <dc:subject>Process Modelling</dc:subject>
          <dc:title>A user-friendly R Platform for Optimizing Mineral Processing</dc:title>
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          <dc:creator>Deinert, Jan-Christoph</dc:creator>
          <dc:creator>Kaiser, Stefan</dc:creator>
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          <dc:description>Research data and metadata that was used in the corresponding publication "Fano interference between collective modes
in cuprate high-Tc superconductors" ( https://doi.org/10.1038/s41467-023-36787-4 ).</dc:description>
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          <dc:subject>Higgs spectroscopy</dc:subject>
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          <dc:subject>phase-resolved</dc:subject>
          <dc:subject>Superconductivity</dc:subject>
          <dc:subject>cuprates</dc:subject>
          <dc:subject>magnetic fields</dc:subject>
          <dc:subject>doping</dc:subject>
          <dc:title>Research data: Fano interference between collective modes in cuprate high-Tc superconductors</dc:title>
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          <dc:description>This set contains the raw data of the fluorescence scanning experiments used in the publication of "Quantification of peptide bound particles: A phage mimicking approach via site-selective immobilization on glass" by Schrader et al..</dc:description>
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        <identifier>oai:rodare.hzdr.de:615</identifier>
        <datestamp>2022-06-15T12:21:34Z</datestamp>
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        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:contributor>Bartie, Neill Jacques</dc:contributor>
          <dc:contributor>Heibeck, Magdalena</dc:contributor>
          <dc:creator>Bartie, Neill Jacques</dc:creator>
          <dc:creator>Heibeck, Magdalena</dc:creator>
          <dc:date>2020-11-27</dc:date>
          <dc:description>A process simulation model for the production and purification of Zinc via the Roast-Leach-Electrowinning (RLE) process and the subsequent production of its byproduct, Cadmium. It also includes a process for the precipitation of jarosite, and produces residues that can be further processed for the production of Copper and Cobalt. The refining of crude Lead (Pb) bullion is included as a separate stand-alone section.

The simulation was created using flowsheet configurations and operating parameters available in the public domain. Feed and product stream compositions are therefore metallurgically sound and representative of industrial operations that use the processes modelled. The simulation remains an abstraction of reality, however, and should be verified and adopted to the specific operation under consideration. 

The model was developed using the HSC Sim Flowsheet Module in HSC Chemistry 10 (version 10.0.0.5).

(https://www.outotec.com/products-and-services/technologies/digital-solutions/hsc-chemistry/)

Note: The authors do not accept responsibility for any errors. The onus is on the user to verify and validate results against the system being investigated, as system configurations and operating parameters differ from site to site.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/615</dc:identifier>
          <dc:identifier>10.14278/rodare.615</dc:identifier>
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          <dc:relation>url:https://www.hzdr.de/publications/Publ-31779</dc:relation>
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          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>Process Simulation</dc:subject>
          <dc:subject>Metal production</dc:subject>
          <dc:subject>Zinc</dc:subject>
          <dc:subject>Cadmium</dc:subject>
          <dc:subject>Lead</dc:subject>
          <dc:subject>Copper</dc:subject>
          <dc:subject>Cobalt</dc:subject>
          <dc:subject>Jarosite</dc:subject>
          <dc:title>Process Simulation: Zinc and Cadmium production, Lead refining</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>other</dc:type>
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    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:1133</identifier>
        <datestamp>2025-12-19T07:35:41Z</datestamp>
        <setSpec>software</setSpec>
        <setSpec>user-openfoam</setSpec>
        <setSpec>user-fwd</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-energy</setSpec>
        <setSpec>user-rodare</setSpec>
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      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:contributor>Couteau, Arthur</dc:contributor>
          <dc:contributor>Colombo, Marco</dc:contributor>
          <dc:contributor>Kriebitzsch, Sebastian</dc:contributor>
          <dc:contributor>Parekh, Jigar</dc:contributor>
          <dc:creator>Schlegel, Fabian</dc:creator>
          <dc:creator>Draw, Mazen</dc:creator>
          <dc:creator>Evdokimov, Ilya</dc:creator>
          <dc:creator>Hänsch, Susann</dc:creator>
          <dc:creator>Khan, Harris</dc:creator>
          <dc:creator>Lehnigk, Ronald</dc:creator>
          <dc:creator>Li, Jiadong</dc:creator>
          <dc:creator>Lyu, Hongmei</dc:creator>
          <dc:creator>Meller, Richard</dc:creator>
          <dc:creator>Petelin, Gašper</dc:creator>
          <dc:creator>Tekavčič, Matej</dc:creator>
          <dc:date>2021-08-23</dc:date>
          <dc:description>The HZDR multiphase addon contains additional code for the open-source CFD software OpenFOAM, released by The OpenFOAM Foundation. The developments are dedicated to the numerical simulation of multiphase flows, in particular to the multi-field two-fluid model (Euler-Euler method). Within the OpenFOAM library the multiphaseEulerFoam framework is used for this type of simulation. The addon contains a modified multiphaseEulerFoam named HZDRmultiphaseEulerFoam with the full support of the HZDR baseline model set for polydisperse bubbly flows according to Liao et al. (Chem Eng Sci, 2019, Vol. 202, 55-69). In addition a solver dedicated to a hybrid modelling approach (dispersed and resolved interfaces, Meller et al., Int J Numer Meth Fluids. 2021, Vol. 93, 748-773) named cipsaMultiphaseEulerFoam is provided with the addon. This solver has an interface to the multiphaseEulerFoam framework and utilizes all available interfacial models of it.

General enhancements


	modified turbulent wall functions of Menter according to Rzehak and Kriebitzsch (Int J Multiphase Flow, 2015, Vol. 68, 135-152)
	dynamic time step adjustment via PID controller


HZDRmultiphaseEulerFoam


	bubble induced turbulence model of Ma et al. (Phys Rev Fluids, 2017, Vol. 2, 034301)
	drag model of Ishii and Zuber (AIChE Journal, 1979, Vol. 25, 843-855) without correction for swarm and/or viscous effects
	wall lubrication of Hosokawa et al. (ASME Joint US-European Fluids Engineering Division Conference, 2002)
	additional breakup and coalescence models for class method according to Liao et al. (Chem Eng Sci, 2015, Vol. 122, 336-349)
	degassing boundary condition (fvModel)
	lift force correlation of Hessenkemper et al. (Int J Multiphase Flow, 2021, Vol. 138, 103587)
	aspect ratio correlation of Ziegenhein and Lucas (Exp. Therm. Fluid Sci., 2017, Vol. 85, 248–256)
	real pressure treatment via explicit turbulent normal stress according to Rzehak et al. (Nucl Eng Des., 2021, Vol. 374, 111079)
	configuration files and tutorials for easy setup of baseline cases
	GPU-based accelerated computation of coalescence and breakup frequencies for the models of Lehr et al., AIChE J, 2002, Vol. 48, 2426-2443 (Petelin et al., NENE2021 conf., submitted)


cipsaMultiphaseEulerFoam


	morphology adaptive modelling framework for predicting dispersed and resolved interfaces based on Eulerian multi-field two-fluid model
	compact momentum interpolation method according to Cubero et al. (Comput Chem Eng, 2014, Vol. 62, 96-107), including virtual mass
	numerical drag according to Strubelj and Tiselj (Int J Numer Methods Eng, 2011, Vol. 85, 575-590) to describe resolved interfaces in a volume-of-fluid like manner
	n-phase partial elimination algorithm for momentum equations to resolve strong phase coupling (Meller et al., Int J Numer Meth Fluids. 2021, Vol. 93, 748-773)
	free surface turbulence damping for k-ω SST (symmetric and asymmetric damping, Frederix et al.,  Nucl Eng Des, 2018, Vol. 333, 122-130)
	sub-grid scale modelling framework:
	
		additional LES models for the unclosed convective sub-grid scale term
		closure models for sub-grid surface tension term
	
	
	configuration files and tutorials for easy setup of hybrid cases
</dc:description>
          <dc:description>This work was supported by the Helmholtz European Partnering Program in the project "Crossing borders and scales (Crossing)"</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/1133</dc:identifier>
          <dc:identifier>10.14278/rodare.1133</dc:identifier>
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          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-32194</dc:relation>
          <dc:relation>doi:10.14278/rodare.767</dc:relation>
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          <dc:relation>url:https://rodare.hzdr.de/communities/fwd</dc:relation>
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          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://opensource.org/licenses/GPL-3.0</dc:rights>
          <dc:subject>Multiphase Flow</dc:subject>
          <dc:subject>Numerical Simulations</dc:subject>
          <dc:subject>OpenFOAM</dc:subject>
          <dc:subject>CFD</dc:subject>
          <dc:subject>Finite volume method</dc:subject>
          <dc:subject>Baseline model</dc:subject>
          <dc:subject>Multi-field two-fluid model</dc:subject>
          <dc:subject>Eulerian-Eulerian model</dc:subject>
          <dc:subject>Momentum interpolation</dc:subject>
          <dc:subject>Partial elimination algorithm</dc:subject>
          <dc:subject>Free Surface</dc:subject>
          <dc:title>HZDR Multiphase Addon for OpenFOAM</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>software</dc:type>
        </oai_dc:dc>
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    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:1742</identifier>
        <datestamp>2025-12-19T07:35:42Z</datestamp>
        <setSpec>software</setSpec>
        <setSpec>user-openfoam</setSpec>
        <setSpec>user-fwd</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-energy</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:contributor>Couteau, Arthur</dc:contributor>
          <dc:contributor>Colombo, Marco</dc:contributor>
          <dc:contributor>Kriebitzsch, Sebastian</dc:contributor>
          <dc:contributor>Parekh, Jigar</dc:contributor>
          <dc:contributor>Zhang, Tingting</dc:contributor>
          <dc:creator>Schlegel, Fabian</dc:creator>
          <dc:creator>Bilde, Kasper Gram</dc:creator>
          <dc:creator>Draw, Mazen</dc:creator>
          <dc:creator>Evdokimov, Ilya</dc:creator>
          <dc:creator>Hänsch, Susann</dc:creator>
          <dc:creator>Kamble, Vikrant Vinayak</dc:creator>
          <dc:creator>Khan, Harris</dc:creator>
          <dc:creator>Krull, Benjamin</dc:creator>
          <dc:creator>Lehnigk, Ronald</dc:creator>
          <dc:creator>Li, Jiadong</dc:creator>
          <dc:creator>Lyu, Hongmei</dc:creator>
          <dc:creator>Meller, Richard</dc:creator>
          <dc:creator>Petelin, Gašper</dc:creator>
          <dc:creator>Tekavčič, Matej</dc:creator>
          <dc:date>2022-06-21</dc:date>
          <dc:description>The HZDR Multiphase Addon is a software publication released by Helmholtz-Zentrum Dresden-Rossendorf according to the FAIR principles (Findability, Accessibility, Interoperability, and Reuseability). It contains experimental research work for the open-source CFD software OpenFOAM, released by The OpenFOAM Foundation. The developments are dedicated to the numerical simulation of multiphase flows, in particular to the multi-field two-fluid model (Euler-Euler method). Within the OpenFOAM library the multiphaseEulerFoam framework is used for this type of simulation. The addon contains a modified solver named HZDRmultiphaseEulerFoam with the full support of the HZDR baseline model set for polydisperse bubbly flows. In addition a solver dedicated to a hybrid modelling approach (dispersed and resolved interfaces, Meller, Schlegel and Lucas, 2021) named cipsaMultiphaseEulerFoam is provided with the addon. This solver has an interface to the multiphaseEulerFoam framework and utilizes all available interfacial models of it.

General enhancements


	modified turbulent wall functions of Menter according to Rzehak and Kriebitzsch (2015)
	dynamic time step adjustment via PID controller


HZDRmultiphaseEulerFoam


	bubble induced turbulence model of Ma et al. (2017)
	drag model of Ishii and Zuber (1979) without correction for swarm and/or viscous effects
	wall lubrication model of Hosokawa et al. (2002)
	additional breakup and coalescence models for class method according to Kusters (1991) and Adachi et al. (1994)
	degassing boundary condition (fvModel)
	lift force correlation of Hessenkemper et al. (2021)
	lift force correlation of Saffman (1965) as extended by Mei (1992).
	aspect ratio correlation of Ziegenhein and Lucas (2017)
	real pressure treatment via explicit turbulent normal stress according to Rzehak et al. (2021)
	GPU-based accelerated computation of coalescence and breakup frequencies for the models of Lehr et al. (2002) (Petelin et al., 2021)
	configuration files and tutorials for easy setup of baseline cases according to Hänsch et al. (2021)


cipsaMultiphaseEulerFoam


	morphology adaptive modelling framework for predicting dispersed and resolved interfaces based on Eulerian multi-field two-fluid model
	compact momentum interpolation method according to Cubero et al. (2014), including virtual mass
	numerical drag according to Strubelj and Tiselj (2011) to describe resolved interfaces in a volume-of-fluid like manner
	n-phase partial elimination algorithm for momentum equations to resolve strong phase coupling (Meller, Schlegel and Lucas, 2021)
	free surface turbulence damping (Frederix et al., 2018) for k-ω SST - symmetric and asymmetric - according to Tekavčič et al. (2021)
	sub-grid scale modelling framework (Meller, Schlegel and Klein, 2021)
	
		additional LES models for the unclosed convective sub-grid scale term
		closure models for sub-grid surface tension term
	
	
	configuration files and tutorials for easy setup of hybrid cases
</dc:description>
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          <dc:subject>Multiphase Flow</dc:subject>
          <dc:subject>Numerical Simulations</dc:subject>
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          <dc:subject>Partial elimination algorithm</dc:subject>
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          <dc:title>HZDR Multiphase Addon for OpenFOAM</dc:title>
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          <dc:contributor>Couteau, Arthur</dc:contributor>
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          <dc:contributor>Kriebitzsch, Sebastian</dc:contributor>
          <dc:contributor>Kumaresh, Pramodh</dc:contributor>
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          <dc:creator>Schlegel, Fabian</dc:creator>
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          <dc:creator>Draw, Mazen</dc:creator>
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          <dc:creator>Khan, Harris</dc:creator>
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          <dc:creator>Kota, Sesi Preetam</dc:creator>
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          <dc:description>The HZDR Multiphase Addon is a software publication released by Helmholtz-Zentrum Dresden-Rossendorf according to the FAIR principles (Findability, Accessibility, Interoperability, and Reuseability). It contains experimental research work for the open-source CFD software OpenFOAM, released by The OpenFOAM Foundation. The developments are dedicated to the numerical simulation of multiphase flows, in particular to the multi-field two-fluid model (Euler-Euler method).

Highlights of the provided addon are:


	HZDR Baseline Model: HZDRMultiphaseEulerFoam solver with full support of the HZDR baseline model set for polydisperse bubbly flows, including configuration files and tutorials for simplified setup of Baseline cases (Hänsch et al., 2021).
	Population Balance Modelling: A GPU-accelerated population balance method according to Petelin et al. (2021).
	OpenFOAM-Hybrid cipsaMultiphaseEulerFoam solver featuring a hybrid modelling approach (dispersed and resolved interfaces, Meller et al., 2021) with an interface to the multiphaseEulerFoam framework to utilise all available interfacial models, and configuration files and tutorials for easy setup of hybrid cases.
	more ...
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          <dc:description>This work was supported by the Helmholtz European Partnering Program in the project "Crossing borders and scales (Crossing)"</dc:description>
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          <dc:rights>https://opensource.org/licenses/GPL-3.0</dc:rights>
          <dc:subject>Multiphase Flow</dc:subject>
          <dc:subject>Numerical Simulations</dc:subject>
          <dc:subject>OpenFOAM</dc:subject>
          <dc:subject>Computational Fluid Dynamics</dc:subject>
          <dc:subject>Finite volume method</dc:subject>
          <dc:subject>Baseline model</dc:subject>
          <dc:subject>Multi-field two-fluid model</dc:subject>
          <dc:subject>Euler-Euler method</dc:subject>
          <dc:subject>Momentum interpolation</dc:subject>
          <dc:subject>Partial elimination algorithm</dc:subject>
          <dc:subject>Free Surface Flows</dc:subject>
          <dc:title>HZDR Multiphase Addon for OpenFOAM</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>software</dc:type>
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          <dc:creator>Kota, Sesi Preetam</dc:creator>
          <dc:creator>Tekavcic, Matej</dc:creator>
          <dc:date>2024-11-29</dc:date>
          <dc:description>The Multiphase Code Repository by HZDR for OpenFOAM Foundation Software is a software publication released by Helmholtz-Zentrum Dresden-Rossendorf according to the FAIR principles (Findability, Accessibility, Interoperability, and Reuseability). It contains experimental research work for the open-source software released by The OpenFOAM Foundation. The developments are dedicated to the numerical simulation of multiphase flows, in particular to the multi-field two-fluid model (Euler-Euler method).Acknowledgement: OpenFOAM(R) is a registered trade mark of OpenCFD Limited, producer and distributor of the OpenFOAM(R) software via www.openfoam.com. The Multiphase Code Repository by HZDR for OpenFOAM Foundation Software is not compatible with the software released by OpenCFD Limited, but is based on the software released by the OpenFOAM Foundation via www.openfoam.orgHighlights of the Multiphase Code Repository by HZDRHZDR Baseline Model: addonMultiphaseEuler solver with full support of the HZDR baseline model set for polydisperse bubbly flows, including configuration files and tutorials for simplified setup of Baseline cases (Hänsch et al., 2021).Morphology-adaptive Multifield Two-fluid Model (MultiMorph): cipsaMultiphaseEuler solver featuring a morphology-adaptive modelling approach (dispersed and resolved interfaces, Meller et al., 2021) with an interface to the multiphaseEuler framework to utilise all available interfacial models, and configuration files and tutorials for easy setup of cases with the MultiMorph Model.more ...</dc:description>
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          <dc:rights>https://opensource.org/licenses/GPL-3.0</dc:rights>
          <dc:subject>Multiphase Flow</dc:subject>
          <dc:subject>Numerical Simulations</dc:subject>
          <dc:subject>OpenFOAM</dc:subject>
          <dc:subject>Computational Fluid Dynamics</dc:subject>
          <dc:subject>Finite volume method</dc:subject>
          <dc:subject>Baseline model</dc:subject>
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          <dc:subject>Euler-Euler method</dc:subject>
          <dc:subject>Momentum interpolation</dc:subject>
          <dc:subject>Partial elimination algorithm</dc:subject>
          <dc:subject>Free Surface Flows</dc:subject>
          <dc:subject>C++</dc:subject>
          <dc:subject>C</dc:subject>
          <dc:subject>CUDA</dc:subject>
          <dc:subject>Shell</dc:subject>
          <dc:subject>Python</dc:subject>
          <dc:subject>Gnuplot</dc:subject>
          <dc:title>Multiphase Code Repository by HZDR for OpenFOAM Foundation Software</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>software</dc:type>
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          <dc:description>Top-Level Architecture of the proposed HZDR Data Management Strategy with additional description of the various systems and services. </dc:description>
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          <dc:description>This data publication contains an overview to the Top-Level Architecture of the proposed HZDR Data Management Strategy with additional description of the various systems and services. 

The Helmholtz-Zentrum Dresden-Rossendorf (HZDR) pursues a comprehensive data management strategy that is designed as an architecture of services to describe and manage scientific experiments in a sustainable manner. This strategy is based on the FAIR principles and aims to ensure the findability, accessibility, interoperability and reusability of research data.
The HZDR's comprehensive data lifecycle covers all phases of the data lifecycle: from planning and collection to analysis, storage, publication and archiving. Each phase is supported by specialised services and tools that help scientists to efficiently collect, store and share their data. These services include:


	Electronic lab notebook: for the digital recording and management of lab experiments and data.
	Data management plans (RDMO): For planning and organising data management during a research project.
	(Time Series) Databases: For structured storage and retrieval of research data.
	File systems: For storing and managing files in a controlled environment.
	Publication systems (ROBIS, RODARE): For the publication and accessibility of research data and results.
	Metadata catalogue (SciCat): For describing data in a wide variety of subsystems using searchable metadata
	Repositories (Helmholtz Codebase): For archiving, version control and provision of software, special data sets and workflows. 
	 Proposal Management System (GATE): For the administration of project proposals and approvals.


The superordinate web service HELIPORT plays a central role here. HELIPORT acts as a gateway and connecting service that links all components of the Data Management Strategy and describes them in a sustainable manner. HELIPORT ensures standardised access to the various services and tools, which considerably simplifies collaboration and the exchange of data.</dc:description>
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          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
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          <dc:rights>https://creativecommons.org/licenses/by-nc/4.0/legalcode</dc:rights>
          <dc:subject>data management</dc:subject>
          <dc:subject>heliporot</dc:subject>
          <dc:subject>meta data</dc:subject>
          <dc:subject>FAIR</dc:subject>
          <dc:subject>data provenance</dc:subject>
          <dc:subject>workflows</dc:subject>
          <dc:title>HZDR Data Management Strategy — Top-Level Architecture</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
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        <datestamp>2023-01-17T10:37:18Z</datestamp>
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        <setSpec>user-hzdr</setSpec>
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      </header>
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          <dc:creator>Davoodi Monfared, Mansoor</dc:creator>
          <dc:creator>Senapati, Abhishek</dc:creator>
          <dc:creator>Mertel, Adam</dc:creator>
          <dc:creator>Schlechte-Welnicz, Weronika</dc:creator>
          <dc:creator>Calabrese, Justin</dc:creator>
          <dc:date>2022-11-09</dc:date>
          <dc:description>Codes for "Optimal workplace occupancy strategies during the COVID-19 pandemic"</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/1941</dc:identifier>
          <dc:identifier>10.14278/rodare.1941</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:1941</dc:identifier>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-34450</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-35422</dc:relation>
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          <dc:relation>url:https://rodare.hzdr.de/communities/casus</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>COVID-19</dc:subject>
          <dc:subject>Pandemic</dc:subject>
          <dc:subject>Optimal Presence Strategy</dc:subject>
          <dc:subject>Productivity\sep Infection</dc:subject>
          <dc:title>Software publication: Optimal workplace occupancy strategies during the COVID-19 pandemic</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>software</dc:type>
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    <record>
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        <identifier>oai:rodare.hzdr.de:4192</identifier>
        <datestamp>2025-12-16T13:21:14Z</datestamp>
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          <dc:contributor>Kriebitzsch, Sebastian</dc:contributor>
          <dc:contributor>Kumaresh, Pramodh</dc:contributor>
          <dc:contributor>Mohite, Onkar</dc:contributor>
          <dc:contributor>Simroth, Patrick</dc:contributor>
          <dc:contributor>Upadhyay, Kartik</dc:contributor>
          <dc:creator>Hänsch, Susann</dc:creator>
          <dc:creator>Draw, Mazen</dc:creator>
          <dc:creator>Evdokimov, Ilya</dc:creator>
          <dc:creator>Kamble, Vikrant Vinayak</dc:creator>
          <dc:creator>Khan, Haris</dc:creator>
          <dc:creator>Krull, Benjamin</dc:creator>
          <dc:creator>Lehnigk, Ronald</dc:creator>
          <dc:creator>Li, Shiwang</dc:creator>
          <dc:creator>Liao, Yixiang</dc:creator>
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          <dc:creator>Papagni, Romina Mirdiona</dc:creator>
          <dc:creator>Riviera, Elena</dc:creator>
          <dc:creator>Schlegel, Fabian</dc:creator>
          <dc:creator>Tekavčič, Matej</dc:creator>
          <dc:date>2025-12-16</dc:date>
          <dc:description>This repository contains simulation setups for the Multiphase Code Repository by HZDR for OpenFOAM Foundation Software. The simulation setups are separated into mono- and polydisperse bubbly flows utilising the Baseline model by HZDR set, setups for a morphology-adaptive multifield two-fluid model (disperse and resolved interfaces) and miscellaneous cases.Acknowledgement: OpenFOAM(R) is a registered trade mark of OpenCFD Limited, producer and distributor of the OpenFOAM(R) software via www.openfoam.com. The Multiphase Cases Repository by HZDR for OpenFOAM Foundation Software is not compatible with the software released by OpenCFD Limited, but is based on the software released by the OpenFOAM Foundation via www.openfoam.org</dc:description>
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          <dc:relation>doi:10.1007/s10494-021-00293-8</dc:relation>
          <dc:relation>doi:10.1016/j.ces.2021.116807</dc:relation>
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          <dc:relation>url:https://www.hzdr.de/publications/Publ-32161</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-32323</dc:relation>
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          <dc:relation>url:https://www.hzdr.de/publications/Publ-35412</dc:relation>
          <dc:relation>doi:10.14278/rodare.811</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/energy</dc:relation>
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          <dc:relation>url:https://rodare.hzdr.de/communities/openfoam</dc:relation>
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          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>Multiphase Flow</dc:subject>
          <dc:subject>Numerical Simulations</dc:subject>
          <dc:subject>OpenFOAM</dc:subject>
          <dc:subject>Computational Fluid Dynamics</dc:subject>
          <dc:subject>Baseline model</dc:subject>
          <dc:subject>Multi-field two-fluid model</dc:subject>
          <dc:subject>Partial elimination algorithm</dc:subject>
          <dc:subject>Free Surface</dc:subject>
          <dc:subject>Euler-Euler Method</dc:subject>
          <dc:subject>Shell</dc:subject>
          <dc:subject>Python</dc:subject>
          <dc:subject>Gnuplot</dc:subject>
          <dc:subject>C++</dc:subject>
          <dc:title>Multiphase Cases Repository by HZDR for OpenFOAM Foundation Software</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>software</dc:type>
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    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:2343</identifier>
        <datestamp>2023-11-06T12:58:35Z</datestamp>
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        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Bilodid, Yurii</dc:creator>
          <dc:date>2019-11-27</dc:date>
          <dc:description>The X2 VVER-1000 benchmark specification dataset.
 - version 1.0: original dataset
 - version 1.1: added results template for the Control Cor Ejection exercise.</dc:description>
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          <dc:relation>doi:10.1016/j.anucene.2020.107558</dc:relation>
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          <dc:relation>url:https://rodare.hzdr.de/communities/fwo</dc:relation>
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          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>VVER-1000</dc:subject>
          <dc:subject>X2 benchmark</dc:subject>
          <dc:title>X2 benchmark specification dataset</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
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    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:3208</identifier>
        <datestamp>2024-10-21T14:18:12Z</datestamp>
        <setSpec>openaire_data</setSpec>
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          <dc:contributor>Barthel, Frank</dc:contributor>
          <dc:contributor>Sprewitz, Uwe</dc:contributor>
          <dc:contributor>Sohr, Johanna</dc:contributor>
          <dc:contributor>Schubert, Markus</dc:contributor>
          <dc:contributor>Bieberle, André</dc:contributor>
          <dc:creator>Sohr, Johanna</dc:creator>
          <dc:creator>Barthel, Frank</dc:creator>
          <dc:creator>Sprewitz, Uwe</dc:creator>
          <dc:creator>Schubert, Markus</dc:creator>
          <dc:date>2024-10-18</dc:date>
          <dc:description>This repository contains sequences of CT images of the two-phase flow in sandwich packings that are alternately arranged in a packing stack using B1-250 (specific geometric surface area is 250 m² /m³) for de-entrainment layer and B1-750 (specific geometric surface area is 750 m² /m³) for holdup layer. As measurement system the ultrafast electron beam X-ray computed tomography scanner was applied in dual plane scanning mode with a dual-imaging frequency of 1000 Hz. Operating parameters, the scanning plane as well as the tags "AB" for de-entrainment layer, "AN" for hold-up layer and "DRIVE" for an axial scan are encoded in the name of the data files.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/3208</dc:identifier>
          <dc:identifier>10.14278/rodare.3208</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:3208</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-39769</dc:relation>
          <dc:relation>doi:10.14278/rodare.3207</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/fwd</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rofex</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/topflow</dc:relation>
          <dc:rights>info:eu-repo/semantics/restrictedAccess</dc:rights>
          <dc:subject>sandwich packings</dc:subject>
          <dc:subject>two-phase flow</dc:subject>
          <dc:subject>ultrafast electron-beam X-ray CT</dc:subject>
          <dc:title>CT image sequences of sandwich packings: B1-250 plus B1-750 at constant liquid rate of 50 m³/(m²h) and various gas rates</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
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    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:318</identifier>
        <datestamp>2022-11-03T07:54:50Z</datestamp>
        <setSpec>openaire_data</setSpec>
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      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:contributor>Moldabekov, Zhandos</dc:contributor>
          <dc:contributor>Vorberger, Jan</dc:contributor>
          <dc:creator>Dornheim, Tobias</dc:creator>
          <dc:creator>Groth, Simon</dc:creator>
          <dc:date>2020-05-08</dc:date>
          <dc:description>PIMC data for the static density response obtained by Dornheim et al. (Plasma Phys. Control. Fusion, https://doi.org/10.1088/1361-6587/ab8bb4). These data can be freely used by other researchers and contain a README file with additional information.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/318</dc:identifier>
          <dc:identifier>10.14278/rodare.318</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:318</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>doi:10.1088/1361-6587/ab8bb4</dc:relation>
          <dc:relation>doi:10.1088/1361-6587/ab8bb4</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-30990</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-30992</dc:relation>
          <dc:relation>doi:10.14278/rodare.317</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/casus</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>Path integral Monte Carlo</dc:subject>
          <dc:subject>uniform electron gas</dc:subject>
          <dc:title>PIMC data for the uniform electron gas in the high energy density regime</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
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    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:1272</identifier>
        <datestamp>2021-11-25T12:42:59Z</datestamp>
        <setSpec>user-fwd</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Pizzi, Federico</dc:creator>
          <dc:creator>Giesecke, André</dc:creator>
          <dc:creator>Simkanin, Jan</dc:creator>
          <dc:creator>Stefani, Frank</dc:creator>
          <dc:date>2021-11-25</dc:date>
          <dc:description>This dataset included the data and figures for the associated publication "Prograde and retrograde precession of a fluid-filled cylinder".</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/1272</dc:identifier>
          <dc:identifier>10.14278/rodare.1272</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:1272</dc:identifier>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-33455</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-33464</dc:relation>
          <dc:relation>doi:10.14278/rodare.1271</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/fwd</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>precession</dc:subject>
          <dc:subject>core flow</dc:subject>
          <dc:subject>dynamo</dc:subject>
          <dc:subject>instability</dc:subject>
          <dc:subject>transition</dc:subject>
          <dc:title>Data publication: Prograde and retrograde precession of a fluid-filled cylinder</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>other</dc:type>
        </oai_dc:dc>
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    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:198</identifier>
        <datestamp>2024-08-14T11:26:21Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-fwd</setSpec>
        <setSpec>user-rodare</setSpec>
        <setSpec>user-topflow</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:contributor>Neumann-Kipping, Martin</dc:contributor>
          <dc:contributor>Hampel, Uwe</dc:contributor>
          <dc:contributor>Bieberle, André</dc:contributor>
          <dc:creator>Neumann-Kipping, Martin</dc:creator>
          <dc:creator>Hampel, Uwe</dc:creator>
          <dc:date>2019-12-01</dc:date>
          <dc:description>For the investigation of bubbly two-phase flow, which should serve as a future benchmark experiment for CFD code validation, an experimental study has been conducted at the Transient Two-Phase Flow (TOPFLOW) facility at Helmholtz-Zentrum Dresden – Rossendorf (HZDR) using ultrafast electron beam X-ray tomography (UFXRAY). In this study, flow constrictions were installed into a pipe to create a generic three-dimensional flow field as an advanced test case for CFD codes. UFXRAY provide valueable data of the gas phase dynamics with high temporal and spatial resolution.

The provided data set contains the entire results of the experimental series L32 that uses a ring-shaped flow constriction with a blockage ratio of 0.5. 

An additional info.txt file provides all required information (e.g. nomenclature or binary file structure) and is, thus, necessary for interpretation of the experimental data.</dc:description>
          <dc:description>This work is funded by the German Federal Ministry for Economic Affairs and Energy (BMWi) with the grant number 1501481 on the basis of a decision by the German Bundestag.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/198</dc:identifier>
          <dc:identifier>10.14278/rodare.198</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:198</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>doi:10.14278/rodare.124</dc:relation>
          <dc:relation>doi:10.14278/rodare.139</dc:relation>
          <dc:relation>doi:10.14278/rodare.122</dc:relation>
          <dc:relation>doi:10.14278/rodare.137</dc:relation>
          <dc:relation>doi:10.14278/rodare.1195</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-29886</dc:relation>
          <dc:relation>doi:10.14278/rodare.197</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/fwd</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/topflow</dc:relation>
          <dc:rights>info:eu-repo/semantics/restrictedAccess</dc:rights>
          <dc:subject>ultrafast X-ray computed tomography</dc:subject>
          <dc:subject>bubbly two-phase flow</dc:subject>
          <dc:subject>three-dimensional flow field</dc:subject>
          <dc:subject>two-phase pipe flow</dc:subject>
          <dc:subject>flow constriction</dc:subject>
          <dc:subject>experimental benchmark data</dc:subject>
          <dc:title>Hydrodynamic experimental benchmark data of bubbly two-phase pipe flow around a ring-shaped constriction</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
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    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:3354</identifier>
        <datestamp>2025-04-30T11:57:02Z</datestamp>
        <setSpec>software</setSpec>
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          <dc:creator>Thekke Veettil, Sachin Krishnan</dc:creator>
          <dc:creator>Wicaksono, Damar Canggih</dc:creator>
          <dc:creator>Michelfeit, Jannik</dc:creator>
          <dc:creator>Hecht, Michael</dc:creator>
          <dc:date>2024-12-20</dc:date>
          <dc:description>minterpy is an open-source Python package for a multivariate generalization of the classical Newton and Lagrange interpolation schemes as well as related tasks. It is based on an optimized re-implementation of the multivariate interpolation prototype algorithm (MIP) by Hecht et al.1 and thereby provides software solutions that lift the curse of dimensionality from interpolation tasks. While interpolation occurs as the bottleneck of most computational challenges, minterpy aims to free empirical sciences from their computational limitations.</dc:description>
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          <dc:subject>multivariate interpolation</dc:subject>
          <dc:subject>multivariate polynomials</dc:subject>
          <dc:subject>numerical modelling</dc:subject>
          <dc:title>Minterpy - multivariate polynomial interpolation</dc:title>
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        <datestamp>2023-11-20T12:40:41Z</datestamp>
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          <dc:creator>Starke, Sebastian</dc:creator>
          <dc:creator>Atassi, Yazan</dc:creator>
          <dc:creator>Ziegenhein, Thomas</dc:creator>
          <dc:creator>Lucas, Dirk</dc:creator>
          <dc:date>2022-08-05</dc:date>
          <dc:description>This package contains the software and the trained models described in the publication "Bubble identification from images with machine learning methods". Please refer to the README.md for installation instructions and to the Prediction_demo.ipynb for usage demonstration.</dc:description>
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          <dc:identifier>10.14278/rodare.1830</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:1830</dc:identifier>
          <dc:language>eng</dc:language>
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          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>Bubbly flows</dc:subject>
          <dc:subject>Deep Learning</dc:subject>
          <dc:subject>Computer Vision</dc:subject>
          <dc:subject>CNN</dc:subject>
          <dc:subject>Semantic segmentation</dc:subject>
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        <datestamp>2023-11-20T12:40:41Z</datestamp>
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          <dc:description>This package contains the software and the trained models described in the publication "Bubble identification from images with machine learning methods". Please refer to the README.md for installation instructions and to the Prediction_demo.ipynb for usage demonstration.

Update

The Prediction_demo.ipynb includes now an example how to prepare the predictions for the tracking algorithm of "Fate of bubble clusters rising in a quiescent liquid". The tracking code can be found here.</dc:description>
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          <dc:subject>Bubbly flows</dc:subject>
          <dc:subject>Deep Learning</dc:subject>
          <dc:subject>Computer Vision</dc:subject>
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          <dc:creator>Bradai, D.</dc:creator>
          <dc:date>2024-05-13</dc:date>
          <dc:description>This data set contains positron annihilation lifetime spectra and VEPAS-DB spectra. It contains raw data and the corresponding analyzed data.</dc:description>
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          <dc:subject>Cu-Cr</dc:subject>
          <dc:subject>immiscible alloys</dc:subject>
          <dc:subject>high-pressure torsion</dc:subject>
          <dc:subject>defects</dc:subject>
          <dc:subject>positron annihilation spectroscopy</dc:subject>
          <dc:title>Data publication: Defect Microstructure Evolution in Immiscible Composite Cu43%Cr Alloy after High-Pressure Torsion and Annealing using Positron Annihilation Spectroscopy</dc:title>
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        <identifier>oai:rodare.hzdr.de:1813</identifier>
        <datestamp>2022-08-04T09:43:06Z</datestamp>
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          <dc:creator>Schindler, Felix</dc:creator>
          <dc:creator>Eckert, Sven</dc:creator>
          <dc:creator>Zürner, Till</dc:creator>
          <dc:creator>Schumacher, Jörg</dc:creator>
          <dc:creator>Vogt, Tobias</dc:creator>
          <dc:date>2022-07-21</dc:date>
          <dc:description>Rawdata on which the publication is based on. .BDD binary files for Ultrasound measurements. .dat: direct temperature measurement data.</dc:description>
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          <dc:language>eng</dc:language>
          <dc:relation>doi:10.1103/PhysRevLett.128.164501</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-34082</dc:relation>
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          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>Rayleigh-Benard Convection</dc:subject>
          <dc:subject>liquid metal</dc:subject>
          <dc:subject>low Pr</dc:subject>
          <dc:subject>cylinder</dc:subject>
          <dc:subject>Aspect Ratio 0.5</dc:subject>
          <dc:subject>Ultrasound Doppler Velocimetry</dc:subject>
          <dc:title>Data publication: Collapse of Coherent Large Scale Flow in Strongly Turbulent Liquid Metal Convection</dc:title>
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      <header>
        <identifier>oai:rodare.hzdr.de:138</identifier>
        <datestamp>2024-08-14T11:26:45Z</datestamp>
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          <dc:contributor>Neumann-Kipping, Martin</dc:contributor>
          <dc:contributor>Hampel, Uwe</dc:contributor>
          <dc:contributor>Bieberle, André</dc:contributor>
          <dc:creator>Neumann-Kipping, Martin</dc:creator>
          <dc:creator>Hampel, Uwe</dc:creator>
          <dc:date>2019-08-01</dc:date>
          <dc:description>For the investigation of bubbly two-phase flow, which should serve as a future benchmark experiment for CFD code validation, an experimental study has been conducted at the Transient Two-Phase Flow (TOPFLOW) facility at Helmholtz-Zentrum Dresden – Rossendorf (HZDR) using ultrafast electron beam X-ray tomography (UFXRAY). In this study, flow constrictions were installed into a DN50 pipe to create a generic three-dimensional flow field as an advanced test case for CFD codes. UFXRAY CT scans were performed in dual-imaging mode and 9 imaging planes for 15 s with a temporal resolution of 1.0 kHz and 2.5 kHz to provide valuable data of the gas phase dynamics.

The provided data set contains tomographic image data for the experimental series L30 that uses a semi-circular flow constriction with a blockage ratio of 0.5. Here, all image stacks for a given operating point are stored in a single HDF5 file with a spatial resolution of 0.5 mm/pixel (Images are stacked as time series). Further attributes (e.g. reconstruction parameters) are available for each image stack and are accessible e.g. using Matlab or Octave. The relative distance of the each respective scanning position is defined in an additional info.txt. </dc:description>
          <dc:description>This work is funded by the German Federal Ministry for Economic Affairs and Energy (BMWi) with the grant number 1501481 on the basis of a decision by the German Bundestag.</dc:description>
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          <dc:relation>url:https://rodare.hzdr.de/communities/topflow</dc:relation>
          <dc:rights>info:eu-repo/semantics/restrictedAccess</dc:rights>
          <dc:subject>ultrafast X-ray computed tomography</dc:subject>
          <dc:subject>bubbly two-phase flow</dc:subject>
          <dc:subject>three-dimensional flow field</dc:subject>
          <dc:subject>two-phase pipe flow</dc:subject>
          <dc:subject>tomographic image data</dc:subject>
          <dc:title>Ultrafast X-ray tomography image data of bubbly two-phase pipe flow around a semi-circular constriction</dc:title>
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          <dc:type>dataset</dc:type>
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    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:1316</identifier>
        <datestamp>2021-12-15T07:28:30Z</datestamp>
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          <dc:creator>Brosse, Sébastien</dc:creator>
          <dc:creator>Charpin, Nicolas</dc:creator>
          <dc:creator>Su, Guohuan</dc:creator>
          <dc:creator>Toussaint, Aurèle</dc:creator>
          <dc:creator>Herrera-R, Guido A.</dc:creator>
          <dc:creator>Tedesco, Pablo A.</dc:creator>
          <dc:creator>Villéger, Sébastien</dc:creator>
          <dc:date>2021-09-17</dc:date>
          <dc:description>This dataset is publiched in the paper "FISHMORPH: A global database on morphological traits of freshwater fishes" in Global Ecology and Biogeography (doi.org/10.1111/geb.13395). The FISHMORPH database includes 10 morphological traits measured on 8,342 freshwater fish species, covering 48.69% of the world freshwater fish fauna. It provides the most comprehensive database on fish morphological traits to date. It represents an essential source of information for ecologists and environmental managers seeking to consider morphological patterns of fish faunas throughout the globe, and for those interested in current and future impacts of human activities on the morphological structure of fish assemblages. </dc:description>
          <dc:description>This study was supported by "Investissement d'Avenir" grants (Centre d'Etude de la Biodiversité Amazonienne, ANR-10-LABX-0025; Towards a unified theory of biotic interactions (TULIP), ANR-10-LABX-41).</dc:description>
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          <dc:title>Dataset in paper 'FISHMORPH: A global database on morphological traits of freshwater fishes'</dc:title>
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      <header>
        <identifier>oai:rodare.hzdr.de:322</identifier>
        <datestamp>2024-08-08T10:41:59Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
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      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Elsherif, Ahmed Gamal Attallah</dc:creator>
          <dc:creator>Koehler, Nicole</dc:creator>
          <dc:creator>Liedke, Maciej Oskar</dc:creator>
          <dc:creator>Butterling, Maik</dc:creator>
          <dc:creator>Hirschmann, Eric</dc:creator>
          <dc:creator>Ecke, Ramona</dc:creator>
          <dc:creator>Schulz, Stefan E.</dc:creator>
          <dc:creator>Wagner, Andreas</dc:creator>
          <dc:date>2020-05-11</dc:date>
          <dc:description>Data to ULK-kinetics by Positron annihilation spectroscopy and Fourier transform infrared spectroscopy</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/322</dc:identifier>
          <dc:identifier>10.14278/rodare.322</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:322</dc:identifier>
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          <dc:relation>doi:10.17815/jlsrf-2-58</dc:relation>
          <dc:relation>doi:10.1016/j.micromeso.2020.110457</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-31002</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-31402</dc:relation>
          <dc:relation>doi:10.14278/rodare.321</dc:relation>
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          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>PALS</dc:subject>
          <dc:subject>FTIR</dc:subject>
          <dc:subject>ULK</dc:subject>
          <dc:subject>Curing</dc:subject>
          <dc:title>Thermal kinetics of free volume in porous spin-on dielectrics: exploring the network- and pore-properties</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
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          <dc:description>Reserach data for Publication: Non-perturbative high-harmonic generation in the three-dimensional Dirac semimetal Cd₃As₂

DOI: 10.1038/s41467-020-16133-8</dc:description>
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          <dc:description>This study presents an approach to the selection of optimal energy group structures for multi-group nodal diffusion analyses of Sodium-cooled Fast Reactor cores. The goal is to speed up calculations, particularly in transient calculations, while maintaining an acceptable accuracy of the results.
In Part I of the paper, possible time-savings due to collapsing of energy groups are evaluated using 24-group energy structure as a reference. Afterwards, focusing on energy structures with a number of groups leading to significant calculation speedups, optimal grid configurations are identified. Depending on a number of possible energy grid configurations to explore, the optimization is conducted by either a direct search or applying the simulated annealing method. Speedup and optimization studies are performed on a selected case of the Superphénix static neutronic benchmark by using the nodal diffusion DYN3D code. The results demonstrate noticeable improvements in DYN3D performance with a marginal deterioration of the accuracy.</dc:description>
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          <dc:subject>Serpent</dc:subject>
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          <dc:title>Optimization of multi-group energy structures for diffusion analyses of sodium-cooled fast reactors assisted by simulated annealing – Part I: methodology demonstration</dc:title>
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          <dc:contributor>Ahn, Sohyun</dc:contributor>
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          <dc:creator>Förster, Wenzel Heinrich</dc:creator>
          <dc:date>2024-12-10</dc:date>
          <dc:description>The files contain the raw data of the following Master Thesis:

Förster, Wenzel
Application of green solvents to remove ionomer-containing binder for PEM water electrolyzer recycling
Master Thesis
TU Bergakademie Freiberg
Date of submission: 2024-12-10

The data contains two excel files and six zip-files.</dc:description>
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          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>Recycling</dc:subject>
          <dc:subject>Proton Exchange Membrane Electrolyzer</dc:subject>
          <dc:subject>Froth Flotation</dc:subject>
          <dc:subject>Particle Separation</dc:subject>
          <dc:subject>Nafion</dc:subject>
          <dc:title>Application of green solvents to remove ionomer-containing binder for PEM water electrolyzer recycling (RAW data of the Master Thesis)</dc:title>
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          <dc:creator>Slavkovska, Zuzana</dc:creator>
          <dc:creator>Wallner, Anton</dc:creator>
          <dc:creator>Reifarth, R.</dc:creator>
          <dc:creator>Bott, L.</dc:creator>
          <dc:creator>Brückner, B.</dc:creator>
          <dc:creator>Erbacher, P.</dc:creator>
          <dc:creator>Fifield, Keith</dc:creator>
          <dc:creator>Froehlich, Michaela</dc:creator>
          <dc:creator>Göbel, K.</dc:creator>
          <dc:creator>Al-Khasawneh, K.</dc:creator>
          <dc:creator>Koll, Dominik</dc:creator>
          <dc:creator>Lachner, Johannes</dc:creator>
          <dc:creator>Merchel, Silke</dc:creator>
          <dc:creator>Pavetich, Stefan</dc:creator>
          <dc:creator>Reich, M.</dc:creator>
          <dc:creator>Rugel, G.</dc:creator>
          <dc:creator>Thomas, B.</dc:creator>
          <dc:creator>Tims, S. G.</dc:creator>
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          <dc:description>Typical neutron energies for the astrophysical s-process follow the Maxwell-Boltzmann distribution in the keV energy range. Neutron capture cross sections highly relevant for modelling the s-process can be experimentally determined by using the Time-of-Flight (ToF) method [1] or by the activation technique. If the reaction product is a long-lived radionuclide (t1/2 ~ yr -100 Myr), the cross section can be determined by activation with a quasi-stellar neutron distribution (typically kT = 25 keV) and a subsequent accelerator mass spectrometry (AMS) measurement of the reaction product [2]. Comparison of a number of such neutron capture cross sections shows a systematic bias, i.e. AMS data being lower than the ToF data [3, 4].

To investigate this discrepancy, we repeated experiments for two reactions that allow for highly precise AMS data: Maxwellian-averaged cross sections for the reactions 54Fe(n,γ)55Fe and 35Cl(n,γ)36Cl were investigated with dedicated activations at the Frankfurt Neutron Source (FRANZ) in Germany [5] and AMS measurements at two independent facilities. Analogously to previous activations, a quasi-stellar neutron spectrum of kT = 25 keV was produced via the 7Li(p,n) reaction, but at a different neutron-producing facility. Furthermore, to complement existing ToF and AMS data, an additional neutron activation of 54Fe and 35Cl at a proton energy of 2 MeV was performed, yielding data in the not-yet explored kT = 90 keV region.

The irradiated metallic Fe foil and NaCl pellet (both of natural isotopic composition) were chemically processed and converted to AMS targets (Fe2O3 and AgCl) together with non-irradiated blanks. The subsequent AMS measurements of both radionuclides, 36Cl and 55Fe, were performed at two complementary AMS facilities, the Heavy Ion Accelerator Facility (HIAF) at the Australian National University [6] and at the Helmholtz-Zentrum Dresden-Rossendorf (HZDR) in Germany [7]. AMS allows a direct measurement of the 55Fe/54Fe and 36Cl/35Cl conversion ratios that result from the irradiation. The cross section is then deduced from the isotope ratio and the neutron fluence, which is determined using Au monitor foils.

The new experiment was designed to produce highly accurate data and, owing to the two independent AMS measurements, it minimizes unrecognized sources of uncertainties in the AMS technique. The new preliminary data obtained in this work seem to confirm the previous AMS results. Consequently, the systematic discrepancy between AMS and ToF data remains unresolved.

[1] Guber, K.H., et al., Phys. Rev. C 65, 058801 (2002).
[2] Györky, Gy., et al., Eur. Phys. J. A 55, 41 (2019).
[3] Capote, R., et al., Nucl. Data Sheets 163 (2020): 191.
[4] Slavkovská, Z., et al., EPJ Web Conf. Vol. 232, p.02005, EDP Sciences, 2020.
[5] Reifarth, R., et al., Publ. Astron. Soc. Aust. 26.3 (2009): 255.
[6] Fifield, L.K., et al. Nucl. Instr. Meth. B: 268 (2010): 858.
[7] Rugel, G., et al., Nucl. Instr. and Meth. in Phys. Res. B 370 (2016) 94.</dc:description>
          <dc:description>for RADIATE</dc:description>
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          <dc:relation>info:eu-repo/grantAgreement/EC/H2020/824096/</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-34339</dc:relation>
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          <dc:rights>info:eu-repo/semantics/restrictedAccess</dc:rights>
          <dc:subject>AMS</dc:subject>
          <dc:title>Reaction cross sections 54Fe(n,γ)55Fe and 35Cl(n,γ)36Cl at keV neutron energies investigated by Accelerator Mass Spectrometry</dc:title>
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        <datestamp>2020-10-30T11:58:42Z</datestamp>
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          <dc:creator>Baraban, Larysa</dc:creator>
          <dc:date>2020-06-29</dc:date>
          <dc:description>6 supplementary videos</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/385</dc:identifier>
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          <dc:title>Supplementary Video sets for the publication</dc:title>
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          <dc:type>video</dc:type>
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        <identifier>oai:rodare.hzdr.de:2770</identifier>
        <datestamp>2025-08-27T09:19:21Z</datestamp>
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          <dc:creator>Marchini, Sara</dc:creator>
          <dc:creator>Bieberle, André</dc:creator>
          <dc:creator>Schubert, Markus</dc:creator>
          <dc:creator>Caggia, Vincenzo</dc:creator>
          <dc:creator>Hampel, Uwe</dc:creator>
          <dc:date>2024-03-19</dc:date>
          <dc:description>This dataset was aquired during gas flow modualtion experiments for determining the axial gas dispersion coefficient in bubble columns. The applied measurement technique is gamma-ray densitometry and the dataset consists of densitometry measurements at several axial positions in the bubble columns. Columns of 100, 150 and 330 mm internal diameter were tested. The 100 mm ID column was tested with three different gas spargers to investigate the effect of the gas distributor on gas dispersion. Several operating conditions were tested inside of the homogenous flow regime. 

Please refer to the attached Excel for details of single files.</dc:description>
          <dc:description>This research was financially supported by DFG, grant HA 3088/18-1</dc:description>
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          <dc:subject>gamma-ray densitometry</dc:subject>
          <dc:subject>bubble columns</dc:subject>
          <dc:subject>gas axial dispersion</dc:subject>
          <dc:title>Measurement of the axial gas dispersion coefficient in bubble columns of several diameters via gas flow modulation</dc:title>
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          <dc:creator>Schilz, Joshua Dietrich</dc:creator>
          <dc:creator>Bodenstein, Elisabeth</dc:creator>
          <dc:creator>Brack, Florian-Emanuel</dc:creator>
          <dc:creator>Horst, Felix</dc:creator>
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          <dc:creator>Prencipe, Irene</dc:creator>
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          <dc:description>All necessary Data to recreate the published plots and images in the publication: "Absolute energy-dependent scintillating screen calibration for real-time detection of laser-accelerated proton bunches". Included are the raw scintillating screen images, the plotting data and Python Scripts used for calculations and plotting.</dc:description>
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          <dc:relation>doi:10.14278/rodare.2744</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/matter</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/oncoray</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/1.0/legalcode</dc:rights>
          <dc:subject>laser-driven protons</dc:subject>
          <dc:subject>scintillating screens</dc:subject>
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          <dc:subject>real-time</dc:subject>
          <dc:subject>spatially resolved</dc:subject>
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          <dc:title>Data publication: Absolute energy-dependent scintillating screen calibration for real-time detection of laser-accelerated proton bunches</dc:title>
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          <dc:date>2025-04-24</dc:date>
          <dc:description>This release includes the dataset used to generate the convergence plot featured in the paper "Minterpy: Multivariate Polynomial Interpolation in Python," submitted to the Journal of Open Source Software (JOSS). It also provides instructions for reproducing both the data from scratch and the plot derived from that data.

This is the second release of the dataset, prepared following feedback from the JOSS review process.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/3717</dc:identifier>
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          <dc:rights>https://opensource.org/licenses/MIT</dc:rights>
          <dc:title>Data to "Minterpy: Multivariate polynomial interpolation in Python"</dc:title>
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          <dc:type>dataset</dc:type>
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    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:66</identifier>
        <datestamp>2018-10-30T12:42:21Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-fwk</setSpec>
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      <metadata>
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          <dc:creator>Obst-Huebl, Lieselotte</dc:creator>
          <dc:creator>Ziegler, Tim</dc:creator>
          <dc:creator>Brack, Florian-Emanuel</dc:creator>
          <dc:creator>Branco, João</dc:creator>
          <dc:creator>Bussmann, Michael</dc:creator>
          <dc:creator>Cowan, Thomas E.</dc:creator>
          <dc:creator>Curry, Chandra B.</dc:creator>
          <dc:creator>Fiuza, Frederico</dc:creator>
          <dc:creator>Garten, Marco</dc:creator>
          <dc:creator>Gauthier, Maxence</dc:creator>
          <dc:creator>Göde, Sebastian</dc:creator>
          <dc:creator>Glenzer, Siegfried H.</dc:creator>
          <dc:creator>Huebl, Axel</dc:creator>
          <dc:creator>Irman, Arie</dc:creator>
          <dc:creator>Kim, Jongjin B.</dc:creator>
          <dc:creator>Kluge, Thomas</dc:creator>
          <dc:creator>Kraft, Stephan</dc:creator>
          <dc:creator>Kroll, Florian</dc:creator>
          <dc:creator>Metzkes-Ng, Josefine</dc:creator>
          <dc:creator>Pausch, Richard</dc:creator>
          <dc:creator>Prencipe, Irene</dc:creator>
          <dc:creator>Rehwald, Martin</dc:creator>
          <dc:creator>Rödel, Christian</dc:creator>
          <dc:creator>Schlenvoigt, Hans-Peter</dc:creator>
          <dc:creator>Schramm, Ulrich</dc:creator>
          <dc:creator>Zeil, Karl</dc:creator>
          <dc:date>2018-10-30</dc:date>
          <dc:description>This data repository contains analyzed data files of the shown figures and simulation input files.

Please see the according README.txt files in the individual directories and the original manuscript for guidance.

Manuscript title:
  All-optical structuring of laser-driven proton beam profiles

Authors:
  Lieselotte Obst, Tim Ziegler, Florian-Emanuel Brack, Joao Branco, Michael Bussmann, Thomas E. Cowan, Chandra B. Curry, Frederico Fiuza, Marco Garten, Maxence Gauthier, Sebastian Göde, Siegfried H. Glenzer, Axel Huebl, Arie Irman, Siegfried H. Glenzer, Axel Huebl, Arie Irman, Jongjin B. Kim, Thomas Kluge, Stephan Kraft, Florian Kroll, Josefine Metzkes-Ng, Richard Pausch, Irene Prencipe, Martin Rehwald, Christian Rödel, Hans-Peter Schlenvoigt, Ulrich Schramm, Karl Zeil

Submitted to:
  Nature Communications (2018)


Responsible for the data repository:
  Lieselotte Obst-Huebl, TU Dresden and HZDR
  Axel Huebl, TU Dresden and HZDR
  Tim Ziegler, TU Dresden and HZDR
  Thomas Kluge, HZDR

 </dc:description>
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          <dc:title>All-optical structuring of laser-driven proton beam profiles data sets</dc:title>
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        <identifier>oai:rodare.hzdr.de:1129</identifier>
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          <dc:creator>Gebhardt, René</dc:creator>
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          <dc:creator>Pietzsch, Jens</dc:creator>
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          <dc:creator>Reimold, Marvin</dc:creator>
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          <dc:creator>Schlenvoigt, Hans-Peter</dc:creator>
          <dc:creator>Schramm, Ulrich</dc:creator>
          <dc:creator>Umlandt, Marvin Elias Paul</dc:creator>
          <dc:creator>Ziegler, Tim</dc:creator>
          <dc:creator>Zeil, Karl</dc:creator>
          <dc:creator>Beyreuther, Elke</dc:creator>
          <dc:date>2021-08-23</dc:date>
          <dc:description>Source data for all figures of publication: "Tumor irradiation in mice with a laser-accelerated proton beam". Folder structure according to figures.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/1129</dc:identifier>
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          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-33044</dc:relation>
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          <dc:subject>Laser acceleration</dc:subject>
          <dc:subject>TNSA</dc:subject>
          <dc:subject>Radiobiology</dc:subject>
          <dc:subject>FLASH</dc:subject>
          <dc:title>Source Data: Tumour irradiation in mice with a laser-accelerated proton beam (Open Access)</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
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        <identifier>oai:rodare.hzdr.de:1476</identifier>
        <datestamp>2026-02-27T10:02:17Z</datestamp>
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          <dc:creator>Kroll, Florian</dc:creator>
          <dc:creator>Brack, Florian-Emanuel</dc:creator>
          <dc:creator>Bernert, Constantin</dc:creator>
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          <dc:creator>Gaus, Lennart</dc:creator>
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          <dc:creator>Krause, Mechthild</dc:creator>
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          <dc:creator>Masood, Umar</dc:creator>
          <dc:creator>Meister, Sebastian</dc:creator>
          <dc:creator>Metzkes-Ng, Josefine</dc:creator>
          <dc:creator>Nossula, Alexej</dc:creator>
          <dc:creator>Pawelke, Jörg</dc:creator>
          <dc:creator>Pietzsch, Jens</dc:creator>
          <dc:creator>Püschel, Thomas</dc:creator>
          <dc:creator>Reimold, Marvin</dc:creator>
          <dc:creator>Rehwald, Martin</dc:creator>
          <dc:creator>Richter, Christian</dc:creator>
          <dc:creator>Schlenvoigt, Hans-Peter</dc:creator>
          <dc:creator>Schramm, Ulrich</dc:creator>
          <dc:creator>Umlandt, Marvin Elias Paul</dc:creator>
          <dc:creator>Ziegler, Tim</dc:creator>
          <dc:creator>Zeil, Karl</dc:creator>
          <dc:creator>Beyreuther, Elke</dc:creator>
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          <dc:description>Source data for all figures of publication: "Tumor irradiation in mice with a laser-accelerated proton beam". The folder structure is adapted to match the figures in the publication.</dc:description>
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          <dc:subject>Laser acceleration</dc:subject>
          <dc:subject>TNSA</dc:subject>
          <dc:subject>Radiobiology</dc:subject>
          <dc:subject>FLASH</dc:subject>
          <dc:title>Source Data: Tumour irradiation in mice with a laser-accelerated proton beam (Open Access)</dc:title>
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      <header>
        <identifier>oai:rodare.hzdr.de:1967</identifier>
        <datestamp>2024-07-18T06:57:30Z</datestamp>
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        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Starke, Sebastian</dc:creator>
          <dc:creator>Zwanenburg, Alex</dc:creator>
          <dc:creator>Leger, Karoline</dc:creator>
          <dc:creator>Zöphel, Klaus</dc:creator>
          <dc:creator>Kotzerke, Jörg</dc:creator>
          <dc:creator>Krause, Mechthild</dc:creator>
          <dc:creator>Baumann, Michael</dc:creator>
          <dc:creator>Troost, Esther Gera Cornelia</dc:creator>
          <dc:creator>Löck, Steffen</dc:creator>
          <dc:date>2022-11-24</dc:date>
          <dc:description>We include the input data, analysis scripts, analysis results and scripts to create the visualizations and plots used in the manuscript and supplement to our article "Longitudinal and multimodal radiomics models for head-and-neck cancer outcome prediction".</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/1967</dc:identifier>
          <dc:identifier>10.14278/rodare.1967</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:1967</dc:identifier>
          <dc:relation>doi:10.3390/cancers15030673</dc:relation>
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          <dc:relation>url:https://www.hzdr.de/publications/Publ-35309</dc:relation>
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          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/closedAccess</dc:rights>
          <dc:subject>radiomics</dc:subject>
          <dc:subject>head-and-neck cancer</dc:subject>
          <dc:subject>loco-regional control</dc:subject>
          <dc:subject>survival analysis</dc:subject>
          <dc:subject>computed tomography</dc:subject>
          <dc:subject>positron emission tomography</dc:subject>
          <dc:subject>cox proportional hazards</dc:subject>
          <dc:subject>longitudinal imaging</dc:subject>
          <dc:title>Data publication: Longitudinal and multimodal radiomics models for head-and-neck cancer outcome prediction</dc:title>
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          <dc:type>other</dc:type>
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      <header>
        <identifier>oai:rodare.hzdr.de:3624</identifier>
        <datestamp>2025-07-16T06:56:57Z</datestamp>
        <setSpec>openaire_data</setSpec>
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        <setSpec>user-rodare</setSpec>
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      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Skrypnik, Artem</dc:creator>
          <dc:creator>Lappan, Tobias</dc:creator>
          <dc:creator>Knüpfer, Leon</dc:creator>
          <dc:creator>Ziauddin, Muhammad</dc:creator>
          <dc:creator>Arnal Tribaldos, Icíar</dc:creator>
          <dc:creator>Shevchenko, Natalia</dc:creator>
          <dc:creator>Heitkam, Sascha</dc:creator>
          <dc:date>2025-03-07</dc:date>
          <dc:description>The hydrodynamic theory of pneumatic foam analytically predicts the advective transport of liquid by foam rising continuously in a vertical column or pipe, relying on cross-sectional averaging of the foam velocity and liquid fraction. This experimental study accumulates a database for assessing the pneumatic foam theory in a vertically aligned diverging nozzle, i.e. at increasing cross-sectional area in nominal flow direction. The velocity distribution of the flowing foam and its liquid fraction distribution were measured by means of X-ray, optical and electrical techniques in three different nozzles distinguished by their half angle θ = 5°, 10°, 20°. The experimental setup and the measurements are described in detail in Skrypnik et al. (https://www.hzdr.de/publications/Publ-41024).


	X-ray radiography (XR) has measured the distribution of the liquid fraction (εXR) inside the nozzle as a two-dimensional projection, i.e. integrated in the X-ray beam direction.
	X-ray particle tracking (XPTV) has measured the local velocity uT inside the nozzle, along the motion path of each tracer particle described by the radial (r) and vertical position (z) in consecutive frames. The velocity uT was normalised by the superficial gas velocity jg(z) = Qg / (π * R(z)2), with Qg denoting the gas flow rate of compressed air applied for foam generation, and R(z) denoting the radius of the cross-sectional area depending on the vertical position z. To compare different nozzles, the vertical position z was normalised by the total length L = 25 mm / tan(θ) of the nozzle depending on its half angle θ = 5°, 10°, 20°.
	Optical PIV adapted to foam (FoamPIV) has measured the time-averaged velocity uW through the transparent wall of the nozzle, i.e. at the nozzle radius r = R(z) depending on the vertical position z. As described above, the velocity uW was normalised by the superficial gas velocity jg(z), and the vertical position z was normalised by the total length L of the nozzle.
	Electrode pairs (EP) have measured the cross-sectional average values of the liquid fraction (εEP) upstream and downstream the nozzle, simultaneously to the X-ray radiographic measurement of the liquid fraction distribution (εXR) inside the nozzle.


The experimental data in this repository is structured into different folders and files as follows.


	FoamNozzle_Overview.CSV gives an overview of all measurements runs, nozzles, and techniques.
	Level 1 are folders classified by the measurement technique: 01_XR: X-ray radiography, 02_XPTV: X-ray particles tracking velocimetry, 03_FoamPIV: Optical PIV adapted to foam, 04_EP: Electrode pairs.
	Level 2 are folders classified by the different nozzles, distinguished by the nozzle half angle θ = 5°, 10°, 20°, and divided into bottom and top part in the case of θ = 5°, 10°.
	Level 3 are TIF and CSV files of measurement results.
	
		01_XR: Each TIF image shows the time-averaged distribution of the liquid fraction inside the nozzle; the liquid fraction (0 &lt; εXR &lt; 1) is indicated by the value of each pixel.
		02_XPTV: Each CSV file consists of three columns, namely the radial position (r, in mm), the normalised vertical position (z / L), and the normalised velocity (uT / jg(z)).
		03_FoamPIV: Each CSV file consists of two columns, namely the normalised vertical position (z / L), and the normalised velocity (uW / jg(z)).
		04_EP: Each CSV file consists of three columns, namely the cross-sectional average of the liquid fraction (0 &lt; εEP &lt; 1) downstream as well as upstream the nozzle, and the time (in s).
	
	
</dc:description>
          <dc:description>The authors gratefully acknowledge the financial support provided by the German Research Foundation (DFG, under grant number HE 7529/3-1, project numbers 431077191 and 551239760), by the German Federal Ministry of Education and Research (BMBF, under grant number 03HY123E), and by the Summer Student Program at the Helmholtz-Zentrum Dresden-Rossendorf.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/3624</dc:identifier>
          <dc:identifier>10.14278/rodare.3624</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:3624</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-41083</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-41024</dc:relation>
          <dc:relation>doi:10.14278/rodare.3623</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/fwd</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>Drainage</dc:subject>
          <dc:subject>Liquid fraction</dc:subject>
          <dc:subject>Particle tracking velocimetry</dc:subject>
          <dc:subject>Particle image velocimetry</dc:subject>
          <dc:subject>Pneumatic foam theory</dc:subject>
          <dc:subject>X-ray radiography</dc:subject>
          <dc:title>Data publication: Measurement of liquid foam flow through a diverging nozzle</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
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        <identifier>oai:rodare.hzdr.de:4648</identifier>
        <datestamp>2026-05-07T10:19:40Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-energy</setSpec>
        <setSpec>user-fwg</setSpec>
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        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Bloß, Christoph</dc:creator>
          <dc:creator>Techert, Gerda</dc:creator>
          <dc:date>2026-05-07</dc:date>
          <dc:description>Phage Surface Display Next-Generation Sequencing data of screenings for peptides with a high affinity for Europium(III) ions (Eu3+). The experiments involved conducting multiple biopanning experiments with the Ph.D.-12 Phage Display Peptide Library ((Ph.D.™-12 Phage Display Peptide Library Kit, New England Biolabs GmbH, Frankfurt am Main, Germany (NEB)), employing diverse elution methods.</dc:description>
          <dc:description>This research received funding from the German Federal Ministry of Education and Research (BMBF), Grand number  031B1348A, 3145129048, 031B1506 and 031B0828A; as well as supported by the project FINEST of the Investment and Networking Fund of the Helmholtz Association under grant agreement no. KA2-HSC-10.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/4648</dc:identifier>
          <dc:identifier>10.14278/rodare.4648</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:4648</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-43359</dc:relation>
          <dc:relation>doi:10.14278/rodare.4647</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/energy</dc:relation>
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          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>Phage Surface Display</dc:subject>
          <dc:subject>Next Generation Sequencing</dc:subject>
          <dc:subject>Computational Biology</dc:subject>
          <dc:subject>Data Evaluation</dc:subject>
          <dc:subject>Phage Library</dc:subject>
          <dc:subject>Peptide Library</dc:subject>
          <dc:subject>Bioinformatics</dc:subject>
          <dc:subject>DeepPhage</dc:subject>
          <dc:title>Techert Dataset: Phage Surface Display Next-Generation Sequencing Data from Biopanning Experiments against Eu3+</dc:title>
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        <identifier>oai:rodare.hzdr.de:2258</identifier>
        <datestamp>2023-10-18T07:03:32Z</datestamp>
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          <dc:creator>Da Assuncao Godinho, Jose Ricardo</dc:creator>
          <dc:creator>Gupta, Shuvam</dc:creator>
          <dc:creator>Guimaraes Da Silva Tochtrop, Camila</dc:creator>
          <dc:date>2023-08-01</dc:date>
          <dc:description>Particle dispersions for 3D analysis using computed tomography prepared according to a standardized sample preparation procedure. &#13;
&#13;
Particles are from a Chromite ore (Kemi mine). Each sample has a specific size class.&#13;
&#13;
Analysis of the data a published open source</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/2258</dc:identifier>
          <dc:identifier>10.14278/rodare.2258</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:2258</dc:identifier>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-36805</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-36804</dc:relation>
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          <dc:subject>computed tomography</dc:subject>
          <dc:subject>minerals engineering</dc:subject>
          <dc:subject>raw materials</dc:subject>
          <dc:subject>X-ray imaging</dc:subject>
          <dc:subject>processing</dc:subject>
          <dc:subject>MSPaCMAn</dc:subject>
          <dc:subject>data</dc:subject>
          <dc:subject>particles 3D</dc:subject>
          <dc:title>Data: Particle dispersions 3D characterization of chromite ore particles with different sizes</dc:title>
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        <identifier>oai:rodare.hzdr.de:1091</identifier>
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          <dc:creator>Hirschmann, Eric</dc:creator>
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          <dc:creator>Hernandez Acosta, Uwe</dc:creator>
          <dc:creator>Liedke, Maciej Oskar</dc:creator>
          <dc:creator>Elsherif, Ahmed Gamal Attallah</dc:creator>
          <dc:creator>Petring, Paul</dc:creator>
          <dc:creator>Görler, Maik</dc:creator>
          <dc:creator>Krause-Rehberg, Reinhard</dc:creator>
          <dc:creator>Wagner, Andreas</dc:creator>
          <dc:date>2021-08-03</dc:date>
          <dc:description>Bei diesem Datensatz handelt es sich um die Bilder zur Publikation und Daten für die Leistungskurven</dc:description>
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          <dc:subject>Data reduction methods</dc:subject>
          <dc:subject>Digital signal processing (DSP)</dc:subject>
          <dc:subject>Detection of defects</dc:subject>
          <dc:subject>Online farms and online filtering</dc:subject>
          <dc:title>Data publication: A new system for real-time data acquisition and pulse parameterization for digital positron annihilation lifetime spectrometers with high repetition rates</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>image-drawing</dc:type>
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        <identifier>oai:rodare.hzdr.de:3394</identifier>
        <datestamp>2025-11-03T06:50:43Z</datestamp>
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          <dc:creator>Zhou, Wenyu</dc:creator>
          <dc:creator>Fischer, Cornelius</dc:creator>
          <dc:date>2025-01-21</dc:date>
          <dc:description>The open datasets provide the Matlab scripts for the calculation of Power Spectra Density and Rate Spectra in the manuscirpt 'How crystal surface reactivity controls the evolution of surface microtopography during dissolution'.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/3394</dc:identifier>
          <dc:identifier>10.14278/rodare.3394</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:3394</dc:identifier>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-40784</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-42112</dc:relation>
          <dc:relation>doi:10.14278/rodare.3393</dc:relation>
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          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/restrictedAccess</dc:rights>
          <dc:subject>PSD analysis</dc:subject>
          <dc:subject>surface analysis</dc:subject>
          <dc:subject>Matlab</dc:subject>
          <dc:title>Data publication: Matlab scripts for PSD measurments and rate spectra analysis</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
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    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:4653</identifier>
        <datestamp>2026-06-02T09:35:49Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-crc1415</setSpec>
        <setSpec>user-fwi</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-ibc</setSpec>
        <setSpec>user-matter</setSpec>
        <setSpec>user-rodare</setSpec>
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        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:contributor>Nihei, Anastasiia</dc:contributor>
          <dc:contributor>Barnowsky, Tom</dc:contributor>
          <dc:contributor>Friedrich, Rico</dc:contributor>
          <dc:creator>Nihei, Anastasiia</dc:creator>
          <dc:creator>Barnowsky, Tom</dc:creator>
          <dc:creator>Friedrich, Rico</dc:creator>
          <dc:date>2025-03-10</dc:date>
          <dc:description>This dataset includes the primary research data for the publication "Non-van der Waals Heterostructures" by A. Nihei, T. Barnowsky, and R. Friedrich. The dataset encompasses all heterostructure calculations performed in the study.

Repository Structure

The dataset is systematically organized into four primary directories:

Diamagnetic_diamagnetic/ – Contains computational results for heterostructures composed of two diamagnetic components.
Diamagnetic_magnetic/ – Contains computational results for heterostructures comprising one diamagnetic and one magnetic component.
Magnetic_magnetic/ – Contains computational results for systems consisting of two magnetic components.
Supplementary/ - Contains additional computations that complement the main heterostructure datasets:

    - Convergence_Test/ - Contains convergence tests with respect to k-point density. It includes calculations for structural relaxation (relax_convergence) and for static and band structure evaluations (bands_dos_convergence). The folder naming convention reflects the k-point sampling in the xy-plane: for instance, a folder labeled 3 corresponds to a 3×3×1 k-point grid.

    - HSE06/ - Contains computational results of electronic band structure and density of states (BANDS_DOS) or only static runs (SCF_Only) for heterostructures and single layers calculated with the HSE06 functional.
    - Reference/ – Contains computational results for graphene homobilayer systems.
    - Shifted_Fe2O3_MgTiO3/ - Contains computational results for 9×9 grid of calculations for possible shifts in the Fe2O3_MgTiO3 heterostructure.
    - Strain_Effect/ - Contains computational results for single layers with a cell strained as in the HS, but relaxed atomic structure.


Naming Conventions

Each heterostructure is identified by a systematic naming scheme, structured as follows:

Component1_Component2_NumberOfAtoms_TwistAngle_Strain_Functional

, where

NumberOfAtoms - Total number of atoms in the unit cell
TwistAngle – Twist angle (degrees) between 2D components
Strain – Initial strain applied to individual components in the resulting heterostructure
Functional – Exchange-correlation functional and theoretical level employed (plain PBE(+U), PBE(+U)+D3, SCAN+rVV10)

Each shifted Fe2O3_MgTiO3 heterostructure is identified by a systematic naming scheme, structured as follows:

Shift_x_y

, where inner Fe cation is shifted by (x;y) grid points from the origin (the shifts in x and y directions are changed by the increment of 1/9 of the lattice constant).


Computational Data Organization

Structural relaxation steps and convergence results are stored within the main directory named according to the previously defined convention for the heterostructure.
Each system directory contains the following subdirectories:

BANDS_DOS/ – Computed electronic band structures and density of states (DOS). Only density of states (DOS) is available for SCAN+rVV10 and some PBE(+U)+D3 calculations.
density_difference/ (if present) – Charge density difference calculations, where charge densities of static calculations of individual systems were subtracted from the heterostructure charge density.
PARCHG/ (if present) – Partial charge density calculations for specified bands.
PHONONS/ (if present) - Phonon band structure data stored in JSON format.


Additional Considerations

Large-scale systems – Calculations for extended systems with up to 140 atoms are included.

Fe2O3_MgTiO3 twisted systems – The initial aflow.in (260 atoms) files and computational results (140 atoms) for these large systems are located in the Fe2O3_MgTiO3 directory under Diamagnetic_magnetic/.


Methodology

The monolayer structures used in this study originate from two previous publications [1,2].

The primary data for this systems can be obtained via the following links:

https://doi.org/10.14278/rodare.1421
https://doi.org/10.14278/rodare.1852

All heterostructures are generated by a custom “hetbuilder” implementation of the coincidence lattice method within the AFLOW software for materials design [3].  The AFLOW internal automatic determination of k-point sets is used in conjunction with an extension for 2D systems enabling only in-plane sampling. Further information will be available in the publication [4].

Most calculations were carried out using the AFLOW framework, which automated the execution of VASP calculations [5-9]. Partial charge density and HSE06 calculations were executed exclusively with VASP, independent of AFLOW. HSE06 runs were preformed using the pre-relaxed PBE(+U) structures. Shifted Fe2O3_MgTiO3 heterostructures were only vertically relaxed via selective dynamics.

The dataset enables reproducibility of the results presented in the associated publication.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/4653</dc:identifier>
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          <dc:relation>doi:10.17815/jlsrf-3-159</dc:relation>
          <dc:relation>doi:10.1021/acs.nanolett.1c03841</dc:relation>
          <dc:relation>doi:10.1002/aelm.202201112</dc:relation>
          <dc:relation>doi:10.14278/rodare.1421</dc:relation>
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          <dc:relation>url:https://www.hzdr.de/publications/Publ-41218</dc:relation>
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          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
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          <dc:relation>url:https://rodare.hzdr.de/communities/matter</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>2D materials</dc:subject>
          <dc:subject>non-van der Waals compounds</dc:subject>
          <dc:subject>heterostructures</dc:subject>
          <dc:subject>interface design</dc:subject>
          <dc:subject>magnetism</dc:subject>
          <dc:subject>data-driven research</dc:subject>
          <dc:subject>computational materials science</dc:subject>
          <dc:subject>high-throughput computing</dc:subject>
          <dc:title>Data publication: Non-van der Waals Heterostructures</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
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    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:218</identifier>
        <datestamp>2024-08-14T10:46:06Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-fwd</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
        <setSpec>user-topflow</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:contributor>Bieberle, Martina</dc:contributor>
          <dc:contributor>Neumann-Kipping, Martin</dc:contributor>
          <dc:contributor>Wolf, Jan</dc:contributor>
          <dc:contributor>Hampel, Uwe</dc:contributor>
          <dc:creator>Bieberle, André</dc:creator>
          <dc:creator>Schäfer, Thomas</dc:creator>
          <dc:date>2020-01-07</dc:date>
          <dc:description>This data repository contains reconstructed and quantitatively analyzed gas-liquid two-phase distributions obtained from a centrifugal pump mock-up whose geometry is related to a commercially available industrial centrifugal pump. As measurement system the ultrafast electron beam X-ray CT scanner (UFXCT) is applied with a frame rate of 2,500 Hz, single-plane mode and a total scanning interval of 5 seconds. The data repository contains:


	Reconstructed raw data sets (Algebraic Reconstruction Technique from the UFO framework) for different inlet gas fractions (eps0.0xx) at constant 1600 rpm and for both rotating and back-rotated impeller positions, respectively
	Extracted RPM per CT scan (frame) including its raw data
	Extracted angular positions of the impeller mock-up per frame
	Calculated quantitative gas fraction data sets (static impeller position)
	Time-averaged gas fraction distribution and its corresponding averaged variance
	Pump and impeller mask data
	Additional data obtained from the SPS server with a sampling frequency of 1 Hz
</dc:description>
          <dc:description>Data is stored in HDF5 format.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/218</dc:identifier>
          <dc:identifier>10.14278/rodare.218</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:218</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>doi:10.14278/rodare.76</dc:relation>
          <dc:relation>doi:10.1115/1.4045497</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-30371</dc:relation>
          <dc:relation>doi:10.14278/rodare.217</dc:relation>
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          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
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          <dc:relation>url:https://rodare.hzdr.de/communities/topflow</dc:relation>
          <dc:rights>info:eu-repo/semantics/restrictedAccess</dc:rights>
          <dc:subject>centrifugal pump</dc:subject>
          <dc:subject>gas-liquid two-phase flow</dc:subject>
          <dc:subject>ultrafast electron beam X-ray computed tomography</dc:subject>
          <dc:title>Gas-liquid two-phase flow in a centrifugal pump mock-up with disperse gas flow injection at 1600 rpm</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
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    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:2485</identifier>
        <datestamp>2024-10-24T14:57:49Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Fiedler, Lenz</dc:creator>
          <dc:creator>Modine, Normand A.</dc:creator>
          <dc:creator>Thompson, Aidan P.</dc:creator>
          <dc:creator>Cangi, Attila</dc:creator>
          <dc:creator>Rajamanickam, Siva</dc:creator>
          <dc:date>2021-07-08</dc:date>
          <dc:description># Aluminium data set for Machine Learning applications&#13;
&#13;
This dataset contains DFT inputs, outputs, LDOS data and bispectrum descriptor vectors for an aluminium cell of 256 atoms at varying temperatures and ambient mass density. All simulations that include the LDOS have been performed at an LDOS converged k-grid of 8x8x8 k-points. Calculations which do not inlcude the LDOS have been performed at a total free energy converged k-grid of 4x4x4 k-points (i.e., the total free energy has been converged to 1 meV/atom accuracy).&#13;
&#13;
For each temperature, a .zip file is included in this data set. All .zip files are structured in the same way. For the two largest temperatures, the zip files have been split into smaller portions for easier download; please note that you still have to download all parts of the zip file locally and re-assemble it via the zip command line utility.&#13;
&#13;
Temperature here primarily refers to electronic temperature. However, in almost all cases, the ionic temperature is the same as the electronic temperature. The few cases where this does not hold true are detailed in the individual .zip files by a "different_ionic_temperatures.md" file. If no such file is present in .zip file, then all calculations have been performed at matching electronic and ionic temperatures.&#13;
&#13;
## Authors:&#13;
&#13;
- Fiedler, Lenz (HZDR / CASUS)&#13;
- Cangi, Attila (HZDR / CASUS)&#13;
- Modine, Normand A. (SNL)&#13;
- Thompson, Aidan P. (SNL)&#13;
- Rajamanickam, Siva (SNL)&#13;
&#13;
Affiliations:&#13;
&#13;
HZDR - Helmholtz-Zentrum Dresden-Rossendorf&#13;
&#13;
CASUS - Center for Advanced Systems Understanding&#13;
&#13;
SNL - Sandial National Laboratories&#13;
&#13;
## Dataset description&#13;
&#13;
- Total size: 1.1 TB&#13;
- System: Al256&#13;
- Temperature(s): 100K, 200K, 298K, 400K, 500K, 600K, 700K, 800K, 933K&#13;
- Mass density(ies): 2.699 gcc&#13;
- Crystal Structure: fcc (material mp-134 in the materials project)&#13;
- Number of atomic snapshots: 105&#13;
    - 30 (100K): 138 GB&#13;
    - 3  (200K): 42 GB&#13;
    - 10 (298K): 137 GB&#13;
    - 3  (400K): 41 GB&#13;
    - 20 (500K): 237 GB (zip file split in three portions)&#13;
    - 3  (600K): 42 GB&#13;
    - 3  (700K): 42 GB&#13;
    - 3  (800K): 42 GB&#13;
    - 30 (933K): 360 GB (zip file split in four portions)&#13;
- Contents:&#13;
    - ideal crystal structure: no&#13;
    - MD trajectory: no&#13;
    - Atomic positions: yno&#13;
    - DFT inputs: yes&#13;
    - DFT outputs (energies): yes&#13;
    - SNAP vectors: yes (partially, see below)&#13;
        - dimensions: 200x200x200x94 (last dimension: first three entries are x,y,z coordinates, data size is 91)&#13;
        - units: a.u.&#13;
    - LDOS vectors: yes (partially, see below)&#13;
        - dimensions: 200x200x200x250&#13;
        - units: 1/(Ry*Bohr^3)&#13;
        - note: LDOS parameters are the same for all sizes of the unit cell&#13;
    - trained networks: no&#13;
&#13;
&#13;
## Dataset structure&#13;
&#13;
For each temperature, a .zip file is included which contains one folder per combination of mass density and number of atoms (only one folder in case of this dataset). Therein, one finds the following folders:&#13;
&#13;
- ldos: holds the LDOS vectors&#13;
- bispectrum: holds the SNAP fingerprint vectors&#13;
- dft_outputs: holds the outputs from the DFT calculations, i.e. energies in the form of a QE output file&#13;
- dft_inputs: holds the inputs for the DFT calculations, in the form of a QE input file&#13;
- different_ionic_temperatures.md: If necessary, details which snapshots have an ionic temperature different from the given electronic temperature</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/2485</dc:identifier>
          <dc:identifier>10.14278/rodare.2485</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:2485</dc:identifier>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-33121</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-39797</dc:relation>
          <dc:relation>doi:10.14278/rodare.1106</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:title>LDOS/SNAP data for MALA: Aluminium at 298K and 933K</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:3218</identifier>
        <datestamp>2024-10-22T08:18:13Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-fwd</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Souza, Lucas</dc:creator>
          <dc:creator>Santos, Andre</dc:creator>
          <dc:creator>Azpurua, Hector</dc:creator>
          <dc:creator>Resende Filho, Levi</dc:creator>
          <dc:creator>Domingues, Jaco</dc:creator>
          <dc:creator>Matos, Saulo</dc:creator>
          <dc:creator>Nyarko, Samuel</dc:creator>
          <dc:creator>Melo Euzebio, Thiago Antonio</dc:creator>
          <dc:creator>Pessin, Gustavo</dc:creator>
          <dc:date>2024-10-22</dc:date>
          <dc:description>The data contains the analysis results of the research work.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/3218</dc:identifier>
          <dc:identifier>10.14278/rodare.3218</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:3218</dc:identifier>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-39738</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-39536</dc:relation>
          <dc:relation>doi:10.14278/rodare.3217</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/fwd</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>Object Detection</dc:subject>
          <dc:subject>Instance Segmentation</dc:subject>
          <dc:subject>Deep Learning</dc:subject>
          <dc:subject>Particle Size Measurement</dc:subject>
          <dc:subject>Crushing Circuit</dc:subject>
          <dc:title>Data publication: Exploiting Deep Learning Models for Iron Ore Particle Size Estimation in the Primary Crusher Input</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:4028</identifier>
        <datestamp>2025-10-07T06:22:22Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-fwi</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-ibc</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Xiong, Zeling</dc:creator>
          <dc:creator>Heins, Christopher</dc:creator>
          <dc:creator>Devolder, Thibaut</dc:creator>
          <dc:creator>Kammerbauer, Fabian</dc:creator>
          <dc:creator>Kläui, Mathias</dc:creator>
          <dc:creator>Faßbender, Jürgen</dc:creator>
          <dc:creator>Schultheiß, Helmut</dc:creator>
          <dc:creator>Schultheiß, Katrin</dc:creator>
          <dc:date>2025-10-02</dc:date>
          <dc:description>Python scripts for data analysis &amp; Data files saved from experiments</dc:description>
          <dc:description>Can ask for other forms of file if needed.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/4028</dc:identifier>
          <dc:identifier>10.14278/rodare.4028</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:4028</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>doi:10.17815/jlsrf-3-159</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-41930</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-41929</dc:relation>
          <dc:relation>doi:10.14278/rodare.4027</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/fwi</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/ibc</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>magnon</dc:subject>
          <dc:subject>spin wave</dc:subject>
          <dc:subject>nonlinearity</dc:subject>
          <dc:subject>reservoir computing</dc:subject>
          <dc:subject>time-series prediction</dc:subject>
          <dc:subject>Brillouin light scattering</dc:subject>
          <dc:title>Data publication: Predicting the Future with Magnons</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:1822</identifier>
        <datestamp>2024-08-12T07:55:34Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
        <setSpec>user-elbe</setSpec>
        <setSpec>user-direct-electron-beam-at-elbe</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Hensel, Thomas</dc:creator>
          <dc:creator>Weinberger, David</dc:creator>
          <dc:creator>Bemmerer, Daniel</dc:creator>
          <dc:creator>Boretzky, Konstanze</dc:creator>
          <dc:creator>Gasparic, Igor</dc:creator>
          <dc:creator>Stach, Daniel</dc:creator>
          <dc:creator>Wagner, Andreas</dc:creator>
          <dc:creator>Zuber, Kai</dc:creator>
          <dc:date>2022-07-29</dc:date>
          <dc:description>The NeuLAND (New Large-Area Neutron Detector) plastic scintillator based time of flight detector for 0.2-1.6 GeV
neutrons is currently under construction at the Facility for Antiproton and Ion Research (FAIR), Darmstadt, Germany.
In its final configuration, NeuLAND will consist of 3,000 2.7 m long plastic scintillator bars that are read out on each
end by fast timing photomultipliers.
Here, data from a comprehensive study of an alternative light readout scheme using silicon photomultipliers (SiPM)
are reported.  For this purpose, a typical NeuLAND bar was instrumented on each end with a prototype of the same
geometry as a 1” photomultiplier tube, including four 6×6 mm2 SiPMs, amplifiers, high voltage supply, and micro-
controller.
Tests were carried out using the 35 MeV electron beam from the ELBE superconducting linac with its ps-level time jitter in two different modes of operation, namely parasitic mode with one electron per bunch and single-usermode with 1-60 electrons per bunch, using Acqiris fast digitizers. In addition, offline tests using cosmic rays and the NeuLAND data acquisition scheme were carried out.
Typical time resolutions of σ≤120 ps were found for ≥ 95% efficiency, improving on previous work at ELBE and exceeding the NeuLAND timing goal of σ &lt;150 ps. Over a range of 10-300 MeV deposited energy in the NeuLAND bar,  the  gain  was  found  to  deviate  by ≤ 10%  (≤20%)  from  linearity  for  35μm  (75μm)  SiPM  pitch,  respectively, satisfactory for calorimetric use of the full NeuLAND detector.  The dark rate of the prototype studied was found to
be 70-200 s-1, comparable with the unavoidable cosmic-ray induced background.

The dataset contains the with the Acqiris Digitzier recorded waveforms and analysis scripts for interpretation of the data. Also GEANT4 simulations of the light propagation in a NeuLAND bar and the electron beam propagation are included.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/1822</dc:identifier>
          <dc:identifier>10.14278/rodare.1822</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:1822</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-34981</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-34940</dc:relation>
          <dc:relation>doi:10.14278/rodare.1821</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/direct-electron-beam-at-elbe</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/elbe</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/restrictedAccess</dc:rights>
          <dc:subject>SiPM</dc:subject>
          <dc:subject>saturation</dc:subject>
          <dc:subject>NeuLAND</dc:subject>
          <dc:subject>dark rate</dc:subject>
          <dc:subject>electron beam</dc:subject>
          <dc:subject>timeresolution</dc:subject>
          <dc:title>Data: Study of a possible silicon photomultiplier based readout of the large plastic scintillator neutron detector NeuLAND</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:3027</identifier>
        <datestamp>2024-07-29T06:46:12Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Klotzsche, Max</dc:creator>
          <dc:creator>Dück, Viktor</dc:creator>
          <dc:creator>Drobot, Björn</dc:creator>
          <dc:creator>Vogel, Manja</dc:creator>
          <dc:creator>Raff, Johannes</dc:creator>
          <dc:creator>Stumpf, Thorsten</dc:creator>
          <dc:creator>Steudtner, Robin</dc:creator>
          <dc:date>2024-07-26</dc:date>
          <dc:description>Publication of bioassociation, spectroscopic, chromatographic and thermodynamically modelled data obtained in hydroponic plant experiments with Eu(III).</dc:description>
          <dc:description>europium; speciation; phytoremediation; bioassociation; laser spectroscopy; lanthanides; hydroponics; plant uptake; root exudates; thermodynamic modelling</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/3027</dc:identifier>
          <dc:identifier>10.14278/rodare.3027</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:3027</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-39228</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-39219</dc:relation>
          <dc:relation>doi:10.14278/rodare.3026</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>europium</dc:subject>
          <dc:subject>speciation</dc:subject>
          <dc:subject>phytoremediation</dc:subject>
          <dc:subject>bioassociation</dc:subject>
          <dc:subject>laser spectroscopy</dc:subject>
          <dc:subject>lanthanides</dc:subject>
          <dc:subject>hydroponics</dc:subject>
          <dc:subject>plant uptake</dc:subject>
          <dc:subject>root exudates</dc:subject>
          <dc:subject>thermodynamic modelling</dc:subject>
          <dc:title>Data publication: In search of phytoremediation candidates: Eu(III) bioassociation and root exudation in hydroponically grown plants</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:4444</identifier>
        <datestamp>2026-02-23T08:29:00Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-novo</setSpec>
        <setSpec>user-rodare</setSpec>
        <setSpec>user-health</setSpec>
        <setSpec>user-oncoray</setSpec>
        <setSpec>user-hzdr</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Müller, Sara Tabea</dc:creator>
          <dc:creator>Akgun, Bora</dc:creator>
          <dc:creator>Bekkevoll, Anna</dc:creator>
          <dc:creator>Blorstad Thu, Sander</dc:creator>
          <dc:creator>Engebertsen, Anders</dc:creator>
          <dc:creator>Jagt, Thyrza</dc:creator>
          <dc:creator>Pausch, Guntram</dc:creator>
          <dc:creator>Phan, Than Binh</dc:creator>
          <dc:creator>Ratliff, Hunter</dc:creator>
          <dc:creator>Römer, Katja</dc:creator>
          <dc:creator>Smeland Ytre-Hauge, Kristian</dc:creator>
          <dc:creator>Stokkevag, Camilla</dc:creator>
          <dc:creator>Tarakoglu, Engin</dc:creator>
          <dc:creator>Turko, Joseph</dc:creator>
          <dc:creator>Wolf, Andreas</dc:creator>
          <dc:creator>Yazici, Berkay</dc:creator>
          <dc:creator>Meric, Ilker</dc:creator>
          <dc:creator>Kögler, Toni</dc:creator>
          <dc:date>2026-01-22</dc:date>
          <dc:description>This data set contains the experimental raw data of the NOVO compact detector array (NOVCoDA) from the measurement campaign at OncoRay Dresden, Germany in December 2025. This experiment is the first test of the NOVCoDA prototype at a clinical proton beam. The aim of the measurement campaign was to characterize the response behavior of the scintillators used under high-energy neutron irradiation (especially the pulse-shape discrimination behavior), as well as to test the imaging, range-shift, and rate-processing capabilities of the system.

Setup:

Measurements 01.12.-09.12.:  miniNOVO (version 5): The prototype consists of 12 organic scintillator elements (6 × M600 and 6 × organic glas scintillator) of the dimensions 12×12×140 mm3

Measurements 10.12.-12.12.:  miniNOVO (version 5.1): The prototype consists of 14 organic scintillator elements (7 × M600 and 7 × organic glas scintillator) of the dimensions 12×12×140 mm3

The scintillator bars have dual readout composed of


	2 × Hamamatsu R7378A (1’’) PMTs1,
	4 × Hamamatsu S14161-3050HS-04 SiPM1 + U3012 (+ custom front-end electronics) (only 2 × for miniNOVO version 5) and
	8 × Hamamatsu R2059-01 (2’’) PMTs1.


The data was recorded with 2 CAEN V1730S3 14-bit, 16-channel digitizers (named dta and dtb) with a sampling frequency of 425.216 MS/s.

The detector array was placed at 90° w.r.t. to the fixed-beam research beam line of the Dresden proton therapy facility at OncoRay, Dresden. A cylindrical PMMA (solid/with air gap/with bone insert) was placed centrally in front of the detector head and irradiated with proton energies from 75-225 MeV and varying currents between 10-2000 pA at various positions (± 180 mm w.r.t. central position).

In addition measurements with the online-adaptive RAPTOR phantom in different configurations (air insert/bone insert/swelling/no swelling) were executed.

Data structure:

The directory DOI_calibration contains the position calibration measurements with a Sr-90 source. Energy_calibration holds the energy calibration measurements with a Na-22 and Cs-137 source. In efficiency_measurement the measurements with a Na-22 source at phantom position (with and without PMMA phantom) can be found. PMMA_phantom is dedicated to all the beam measurements with the cylindrical phantom (with and without various inserts) while the directory online_adaptive_phantom provides the same for the measurements with the RAPTOR phantom. All measurements for which waveforms were recorded are stored in waveforms and backend_comparison is comprised of repeat measurements with the cylindrical PMMA phantom where one detector (dtb, ch2 and ch3) was connected to an alternative back-end system for comparison. All other measurements and test runs are in the tests folder.

The PDF-files 2025-12_ NOVO-first-proton-facility-tests-PGTV-Wiki.pdf and 2025-12_ NOVO-first-proton-facility-tests-Week-2-PGTV-Wiki.pdf hold information about the setup of the experiment and and more details about the individual measurements (elog). The file 2025-12_ NOVO-first-proton-facility-tests-Run-List-PGTV-Wiki.pdf contains the run list with all parameters for each measurement.

In 2025-12_OncoRay_HEBC_Monitor_Data.zip csv-files with the beam control meta data can be found (one file for each measurement day).

The main configuration file for the digitizers is called template_main.cfg.

Data Format:

All data is saved in root files which each contain two root trees, one for each digitizer, named “dta” and “dtb”. The trees hold the following information in the form of listmode data for each event: digitizer channel ("channel"), charge integrated over long gate ("Elong"), charge integrated over short gate ("Eshort"), digitizer flags ("flags") and the timestamp (separated in three parts: "timestamp", "timestampExtended", "time"). Additionally, the root files also contain an TArrayD which denotes the start time of the measurement in UNIX time at its first index and the stop time at its second.

There are two configuration files for each data file (named “filename_dtx.config”), one for each digitizer card. These text files contain the information about the digitizer settings for each run.

[1] Hamamatsu Photonics Deutschland GmbH, Arzbergerstr. 10, 82211 Herrsching am Ammersee, Germany.

[2] Target Systemelektronik, Heinz-Fangman-Straße 4, 42287 Wuppertal, Germany. 

[3] CAEN S.p.A., Via Vetraia 11, 55049 Viareggio (LU), Italy.</dc:description>
          <dc:description>The NOVO project has received funding from the European Innovation Council (EIC) under grant agreement No. 101130979. The EIC receives support from the European Union's Horizon Europe research and innovation programme. Partners from The University of Manchester have received funding from UK Research and Innovation under grant agreement No. 10102118</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/4444</dc:identifier>
          <dc:identifier>10.14278/rodare.4444</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:4444</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-43021</dc:relation>
          <dc:relation>doi:10.14278/rodare.4443</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/health</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/novo</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/oncoray</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/restrictedAccess</dc:rights>
          <dc:subject>NOVO</dc:subject>
          <dc:subject>Neutron imaging</dc:subject>
          <dc:subject>Prompt gamma ray imaging</dc:subject>
          <dc:subject>Dual particle imaging</dc:subject>
          <dc:subject>Range verification in proton therapy</dc:subject>
          <dc:subject>OncoRay</dc:subject>
          <dc:title>First tests of the NOVO Compact Detector Array at a Proton Facility (OncoRay)</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:3420</identifier>
        <datestamp>2025-05-06T09:07:13Z</datestamp>
        <setSpec>software</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
        <setSpec>user-casus</setSpec>
      </header>
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          <dc:creator>Wicaksono, Damar Canggih</dc:creator>
          <dc:creator>Hecht, Michael</dc:creator>
          <dc:date>2025-01-21</dc:date>
          <dc:description>UQTestFuns is an open-source Python3 library of test functions commonly used within the applied uncertainty quantification (UQ) community. Specifically, the package provides:


	an implementation with minimal dependencies (i.e., NumPy and SciPy) and a common interface of many test functions
	a single entry point collecting test functions and their probabilistic input specifications in a single Python package
	an opportunity for an open-source contribution, supporting the implementation of new test functions or posting reference results.


In short, UQTestFuns is an homage to the Virtual Library of Simulation Experiments (VLSE).

v0.6.0 is a minor release that further expands the library of available UQ test functions and introduces several bug fixes. This update introduces 19 new test functions, bringing the total to 75.

See the complete CHANGELOG.

v0.5.0 is a minor release that further expands the library of available UQ test functions. This update introduces 14 new test functions, bringing the total to 56.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/3420</dc:identifier>
          <dc:identifier>10.14278/rodare.3420</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:3420</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>doi:10.21105/joss.05671</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-37736</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-37735</dc:relation>
          <dc:relation>doi:10.14278/rodare.2530</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/casus</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://opensource.org/licenses/MIT</dc:rights>
          <dc:subject>python</dc:subject>
          <dc:subject>uncertainty-quantification</dc:subject>
          <dc:subject>benchmark</dc:subject>
          <dc:subject>sensitivity-analysis</dc:subject>
          <dc:subject>metamodeling</dc:subject>
          <dc:subject>reliability-analysis</dc:subject>
          <dc:title>UQTestFuns: A Python3 Library of Uncertainty Quantification (UQ) Test Functions</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>software</dc:type>
        </oai_dc:dc>
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    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:1950</identifier>
        <datestamp>2023-01-17T10:48:11Z</datestamp>
        <setSpec>software</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-casus</setSpec>
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          <dc:creator>Senapati, Abhishek</dc:creator>
          <dc:creator>Mertel, Adam</dc:creator>
          <dc:creator>Schlechte-Welnicz, Weronika</dc:creator>
          <dc:creator>Calabrese, Justin</dc:creator>
          <dc:date>2022-11-11</dc:date>
          <dc:description>Codes for reproducing the results in the research article "Estimating cross-border mobility from the difference in peak-timing: A case study in Poland-Germany border regions"</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/1950</dc:identifier>
          <dc:identifier>10.14278/rodare.1950</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:1950</dc:identifier>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-35427</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-35428</dc:relation>
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          <dc:relation>url:https://rodare.hzdr.de/communities/casus</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>Coupling strength</dc:subject>
          <dc:subject>Disease outbreak</dc:subject>
          <dc:subject>Spatio-temporal model</dc:subject>
          <dc:subject>Stochastic simulation</dc:subject>
          <dc:subject>Maximum likelihood estimation</dc:subject>
          <dc:title>Software publication: Estimating cross-border mobility from the difference in peak-timing: A case study in Poland-Germany border regions</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>software</dc:type>
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        <identifier>oai:rodare.hzdr.de:4120</identifier>
        <datestamp>2025-11-14T08:56:48Z</datestamp>
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        <setSpec>software</setSpec>
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          <dc:creator>Sequeira, Miguel</dc:creator>
          <dc:creator>Erb, Denise</dc:creator>
          <dc:creator>Facsko, Stefan</dc:creator>
          <dc:date>2025-11-13</dc:date>
          <dc:description>This repository contains the experimental AFM datasets and the PINN-ShiftNet code used in the manuscript Predicting Instability-Driven Dynamics from Sparse Measurements.

This repository is also in https://github.com/m-sequeira/PINN-ShiftNet

├─ PINN_ShiftNet/  
│  └─ (code files)  
├─ data/  
│  └─ (raw and png experimental AFM data)  
├─ README.md  </dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/4120</dc:identifier>
          <dc:identifier>10.14278/rodare.4120</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:4120</dc:identifier>
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          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:title>Predicting instability-driven dynamics from sparse measurements: Code and Data</dc:title>
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          <dc:type>software</dc:type>
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    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:3226</identifier>
        <datestamp>2024-11-12T10:18:29Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-fwd</setSpec>
        <setSpec>user-hzdr</setSpec>
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      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:contributor>Barthel, Frank</dc:contributor>
          <dc:contributor>Sohr, Johanna</dc:contributor>
          <dc:contributor>Sprewitz, Uwe</dc:contributor>
          <dc:contributor>Schubert, Markus</dc:contributor>
          <dc:contributor>Bieberle, André</dc:contributor>
          <dc:creator>Sohr, Johanna</dc:creator>
          <dc:creator>Barthel, Frank</dc:creator>
          <dc:creator>Sprewitz, Uwe</dc:creator>
          <dc:creator>Schubert, Markus</dc:creator>
          <dc:date>2024-11-12</dc:date>
          <dc:description>This repository contains sequences of CT images of the two-phase flow in sandwich packings that are alternately arranged in a packing stack using B1-250 (specific geometric surface area is 250 m² /m³) for de-entrainment layer and B1-1000 (specific geometric surface area is 1000 m² /m³) for holdup layer. As measurement system the ultrafast electron beam X-ray computed tomography scanner was applied in dual plane scanning mode with a dual-imaging frequency of 1000 Hz. Operating parameters, the scanning plane as well as the tags "AB" for de-entrainment layer, "AN" for hold-up layer and "DRIVE" for an axial scan are encoded in the name of the data files.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/3226</dc:identifier>
          <dc:identifier>10.14278/rodare.3226</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:3226</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-39876</dc:relation>
          <dc:relation>doi:10.14278/rodare.3225</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/fwd</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rofex</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/topflow</dc:relation>
          <dc:rights>info:eu-repo/semantics/restrictedAccess</dc:rights>
          <dc:subject>sandwich packing</dc:subject>
          <dc:subject>two-phase flow</dc:subject>
          <dc:subject>ultrafast electron beam X-ray computed tomography</dc:subject>
          <dc:title>CT image sequences of sandwich packings: B1-250 plus B1-1000 at constant liquid rate of 10 m³/(m²h) and various gas rates</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
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    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:62</identifier>
        <datestamp>2018-11-19T14:13:31Z</datestamp>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:contributor>Frust, Tobias</dc:contributor>
          <dc:creator>Konrad, Uwe</dc:creator>
          <dc:creator>Görzig, Heike</dc:creator>
          <dc:creator>Juckeland, Guido</dc:creator>
          <dc:date>2018-10-18</dc:date>
          <dc:description>Das BMBF Verbundprojekt RDMatDB wird im Rahmen der Förderrichtlinie "Erforschung des Managements von Forschungsdaten in ihrem Lebenszyklus“ realisiert. Ziel des Projektes ist es, Forschungsdaten-Management-Lösungen zu entwickeln, die das HZDR und HZB als Betreiber von Infrastrukturen in die Lage versetzen, die sich aus den FAIR-Prinzipien des Datenmanagements ergebenden Anforderungen zu erfüllen. Im dem Vortrag auf der BMBF-Veranstaltung "Forschungsdatenmanagement - künftige Entwicklungen und aktuelle Fragen der Wissenschaft" wird das Projekt und die Perspektiven vorgestellt.

The BMBF joint project RDMatDB of the HZDR and HZB is implemented within the scope of the funding program "Research on the management of research data in its life cycle ". The goal of the project is to develop research data management solutions which the HZDR and HZB consider to meet the requirements of the FAIR data management principles. The project and perspectives are presented at the BMBF event "Research Data Management - Future Developments and Current Issues of Science".</dc:description>
          <dc:description>none.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/62</dc:identifier>
          <dc:identifier>10.14278/rodare.62</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:62</dc:identifier>
          <dc:language>deu</dc:language>
          <dc:relation>doi:10.14278/rodare.61</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>Research Data Management, Data Repository, FAIR Data Management, Data Lifecycle</dc:subject>
          <dc:title>Forschungsdatenmanagement am Helmholtz-Zentrum Dresden-Rossendorf und am Helmholtz-Zentrum Berlin (RDM@DB)</dc:title>
          <dc:type>info:eu-repo/semantics/lecture</dc:type>
          <dc:type>presentation</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:151</identifier>
        <datestamp>2019-09-05T11:43:19Z</datestamp>
        <setSpec>openaire_data</setSpec>
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        <setSpec>user-matter</setSpec>
        <setSpec>user-hzdr</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Debus, Alexander</dc:creator>
          <dc:creator>Steiniger, Klaus</dc:creator>
          <dc:creator>Pausch, Richard</dc:creator>
          <dc:creator>Huebl, Axel</dc:creator>
          <dc:creator>Widera, Rene</dc:creator>
          <dc:date>2019-09-04</dc:date>
          <dc:description>The input sets of the simulations as used in the publication "Circumventing the Dephasing and Depletion Limits of Laser-Wakefield Acceleration" by A. Debus et al. .

The input sets include TWEAC scenarios, the LWFA scenario and the laser-propagation scenario of Appendix D. The src-directories include custom additions to the PIConGPU source code.

The simulations were run using the beta-rc6, 0.3.1, and 0.4.0 releases of PIConGPU (see DOI: 10.5281/zenodo.591746). The input sets are shown according to the respective PIConGPU version used in the original simulation. However, for running the simulations we recommend adapting the input sets to the 0.4.0 release.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/151</dc:identifier>
          <dc:identifier>10.14278/rodare.151</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:151</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>doi:10.5281/zenodo.591746</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-29625</dc:relation>
          <dc:relation>doi:10.14278/rodare.150</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/matter</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>Optics</dc:subject>
          <dc:subject>Photonics</dc:subject>
          <dc:subject>Plasma Physics</dc:subject>
          <dc:title>PIConGPU simulation settings for TWEAC</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
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    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:2055</identifier>
        <datestamp>2024-08-12T09:49:03Z</datestamp>
        <setSpec>user-hzdr</setSpec>
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        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:contributor>Fowley, Ciaran</dc:contributor>
          <dc:contributor>Kurian, Jinu</dc:contributor>
          <dc:contributor>Doudin, Bernard</dc:contributor>
          <dc:creator>Hlawacek, Gregor</dc:creator>
          <dc:creator>Fowley, Ciaran</dc:creator>
          <dc:creator>Kuria, Jinu</dc:creator>
          <dc:date>2023-01-03</dc:date>
          <dc:description>Pattering data from NPVE software for Helium Ion Microscopy (HIM) irradiation data</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/2055</dc:identifier>
          <dc:identifier>10.14278/rodare.2055</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:2055</dc:identifier>
          <dc:relation>info:eu-repo/grantAgreement/EC/H2020/766007/</dc:relation>
          <dc:relation>doi:10.17815/jlsrf-3-159</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-36030</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-35950</dc:relation>
          <dc:relation>doi:10.1063/5.0131188</dc:relation>
          <dc:relation>doi:10.14278/rodare.2054</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/ecfunded</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/energy</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/fwi</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/ibc</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>focused ion beam</dc:subject>
          <dc:subject>helium ion microscopy</dc:subject>
          <dc:subject>nanopatterning</dc:subject>
          <dc:subject>magnetic</dc:subject>
          <dc:title>Pattering data from NPVE software for Helium Ion Microscopy (HIM) irradiation data</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>image-photo</dc:type>
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      <header>
        <identifier>oai:rodare.hzdr.de:1542</identifier>
        <datestamp>2022-04-14T10:18:46Z</datestamp>
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        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Heller, René</dc:creator>
          <dc:creator>Meersschaut, Johan</dc:creator>
          <dc:creator>Claessens, Niels</dc:creator>
          <dc:creator>Merckling, Clement</dc:creator>
          <dc:creator>Klingner, Nico</dc:creator>
          <dc:date>2022-04-14</dc:date>
          <dc:description>The zip-file contains all synthetic spectra as used for and  described in the publication "Differential evolution optimization of Rutherford back-scattering spectra" and all simulation input files for the code RUTHELDE presented therein. Naming according to the text in the paper. All files are in human readable ASCII format. The simulation input files can be best viewed with any kind of JSON file editor.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/1542</dc:identifier>
          <dc:identifier>10.14278/rodare.1542</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:1542</dc:identifier>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-34545</dc:relation>
          <dc:relation>doi:10.14278/rodare.1541</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:title>Syntetic Spectra Data used in publication "Differential evolution optimization of Rutherford back-scattering spectra"</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
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    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:1251</identifier>
        <datestamp>2026-01-30T11:07:47Z</datestamp>
        <setSpec>openaire_data</setSpec>
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        <setSpec>user-rodare</setSpec>
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        <setSpec>user-fwi</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Das, Aniruddh</dc:creator>
          <dc:creator>Altstadt, Eberhard</dc:creator>
          <dc:creator>Kaden, Cornelia</dc:creator>
          <dc:creator>Kapoor, Garima</dc:creator>
          <dc:creator>Akhmadaliev, Shavkat</dc:creator>
          <dc:creator>Bergner, Frank</dc:creator>
          <dc:date>2021-11-08</dc:date>
          <dc:description>The dataset consists of inputs from ion irradiation experiments, nanoindentation and empirical modeling results for Fe (G379), ferrritic Fe-9Cr (G385), martensitic Fe-9Cr (L252) and Eurofer 97 steel. The dataset also includes the basic characterization of microstructure.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/1251</dc:identifier>
          <dc:identifier>10.14278/rodare.1251</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:1251</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>doi:10.17815/jlsrf-3-159</dc:relation>
          <dc:relation>doi:10.3389/fmats.2021.811851</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-33362</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-33324</dc:relation>
          <dc:relation>doi:10.14278/rodare.1250</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/fwi</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/ibc</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>iron</dc:subject>
          <dc:subject>Fe-Cr alloy</dc:subject>
          <dc:subject>ferritic-martensitic steel</dc:subject>
          <dc:subject>ion irradiation</dc:subject>
          <dc:subject>displacement damage</dc:subject>
          <dc:subject>nanoindentation</dc:subject>
          <dc:subject>irradiation hardeníng</dc:subject>
          <dc:subject>indentation size effect</dc:subject>
          <dc:title>Data publication: Nanoindentation response of ion-irradiated Fe, Fe-Cr alloys and ferritic-martensitic steel Eurofer 97: The effect of ion energy</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:3251</identifier>
        <datestamp>2025-02-24T11:35:24Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:contributor>Shi, Yasong</dc:contributor>
          <dc:contributor>Deng, Yilong</dc:contributor>
          <dc:creator>Yu, Weikang</dc:creator>
          <dc:creator>Zhang, Xiaokang</dc:creator>
          <dc:creator>Gloaguen, Richard</dc:creator>
          <dc:creator>Zhu, Xiao Xiang</dc:creator>
          <dc:creator>Ghamisi, Pedram</dc:creator>
          <dc:date>2024-11-09</dc:date>
          <dc:description>This is the full version of the MineNetCD dataset. The paper has been published in IEEE TGRS 2024 (https://ieeexplore.ieee.org/document/10744421). The dataset contains 100 sites, and the metadata can also be found in the zip archive.

The cropped version can also be found in Huggingface Hub (https://huggingface.co/datasets/HZDR-FWGEL/MineNetCD256).</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/3251</dc:identifier>
          <dc:identifier>10.14278/rodare.3251</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:3251</dc:identifier>
          <dc:relation>doi:10.1109/TGRS.2024.3491715</dc:relation>
          <dc:relation>doi:10.1109/TGRS.2024.3491715</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-39864</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-39865</dc:relation>
          <dc:relation>doi:10.14278/rodare.3250</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>Mining change detection</dc:subject>
          <dc:subject>remote sensing</dc:subject>
          <dc:subject>benchmark</dc:subject>
          <dc:subject>frequency domain learning</dc:subject>
          <dc:subject>unified framework</dc:subject>
          <dc:title>Data publication: MineNetCD: A Benchmark for Global Mining Change Detection on Remote Sensing Imagery</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:287</identifier>
        <datestamp>2023-01-23T10:00:26Z</datestamp>
        <setSpec>software</setSpec>
        <setSpec>user-rodare</setSpec>
        <setSpec>user-energy</setSpec>
        <setSpec>user-fwd</setSpec>
        <setSpec>user-hzdr</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Meller, Richard</dc:creator>
          <dc:creator>Schlegel, Fabian</dc:creator>
          <dc:creator>Lucas, Dirk</dc:creator>
          <dc:date>2020-04-06</dc:date>
          <dc:description>A solver for multiphase flows based on the incompressible Eulerian multi-field two-fluid model for the OpenFOAM release of The OpenFOAM Foundation for numerical simulations of multiphase flows with morphology changes and resolved interfaces.

Features:


	morphology adaptive modeling framework for modelling of dispersed and resolved interfaces based on Eulerian multi-field two-fluid model
	compact interpolation method according to Cubero et al. (Comput Chem Eng, 2014, Vol. 62, 96-107), including virtual mass
	numerical drag according to Strubelj and Tiselj (Int J Numer Methods Eng, 2011, Vol. 85, 575-590) to describe resolved interfaces in a volume-of-fluid like manner
	strong phase coupling resolved by partial elimination algorithm
	selected test cases:
	
		a two-dimensional gas bubble, rising in a liquid, which is laden with micro gas bubbles, and
		a two-dimensional stagnant stratification of water and oil, sharing a large-scale interface
	
	
</dc:description>
          <dc:description>This work was supported by the Helmholtz European Partnering Program in the project "Crossing borders and scales (Crossing)".</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/287</dc:identifier>
          <dc:identifier>10.14278/rodare.287</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:287</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-30885</dc:relation>
          <dc:relation>doi:10.14278/rodare.286</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/energy</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/fwd</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://opensource.org/licenses/GPL-3.0</dc:rights>
          <dc:subject>OpenFOAM, C++, CFD, Finite volume method, Multiphase  flow, Multi-field two-fluid model, Eulerian-Eulerian model, Momentum interpolation, Partial elimination algorithm</dc:subject>
          <dc:title>Numerical framework for a morphology adaptive multi-field two-fluid model in OpenFOAM</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>software</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:1473</identifier>
        <datestamp>2023-10-26T08:28:44Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-energy</setSpec>
        <setSpec>user-fwd</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Heßenkemper, Hendrik</dc:creator>
          <dc:creator>Starke, Sebastian</dc:creator>
          <dc:creator>Atassi, Yazan</dc:creator>
          <dc:creator>Ziegenhein, Thomas</dc:creator>
          <dc:creator>Lucas, Dirk</dc:creator>
          <dc:date>2022-03-07</dc:date>
          <dc:description>This dataset contains the annotated training images and synthetic test images for the publication "Bubble identification from images with machine learning methods".</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/1473</dc:identifier>
          <dc:identifier>10.14278/rodare.1473</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:1473</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-34351</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-34350</dc:relation>
          <dc:relation>doi:10.14278/rodare.1472</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/energy</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/fwd</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:title>Dataset for Bubble identification from images with machine learning  methods</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:1487</identifier>
        <datestamp>2023-10-26T08:28:44Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-energy</setSpec>
        <setSpec>user-fwd</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Heßenkemper, Hendrik</dc:creator>
          <dc:creator>Starke, Sebastian</dc:creator>
          <dc:creator>Atassi, Yazan</dc:creator>
          <dc:creator>Ziegenhein, Thomas</dc:creator>
          <dc:creator>Lucas, Dirk</dc:creator>
          <dc:date>2022-03-22</dc:date>
          <dc:description>This dataset contains the annotated training images and synthetic test images for the publication "Bubble identification from images with machine learning methods".</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/1487</dc:identifier>
          <dc:identifier>10.14278/rodare.1487</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:1487</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>doi:10.1016/j.ijmultiphaseflow.2022.104169</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-34351</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-34350</dc:relation>
          <dc:relation>doi:10.14278/rodare.1472</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/energy</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/fwd</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:title>Dataset for Bubble identification from images with machine learning methods</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:1856</identifier>
        <datestamp>2024-10-24T14:59:28Z</datestamp>
        <setSpec>openaire_data</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-matter</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Fiedler, Lenz</dc:creator>
          <dc:creator>Moldabekov, Zhandos</dc:creator>
          <dc:creator>Shao, Xuecheng</dc:creator>
          <dc:creator>Jiang, Kaili</dc:creator>
          <dc:creator>Dornheim, Tobias</dc:creator>
          <dc:creator>Pavanello, Michele</dc:creator>
          <dc:creator>Cangi, Attila</dc:creator>
          <dc:date>2022-05-30</dc:date>
          <dc:description># Data and Scripts for "Accelerating Equilibration in First-Principles Molecular Dynamics with Orbital-Free Density Functional Theory"

This dataset contains data and calculation scripts for the publication "Boosting first-principles molecular dynamics with orbital-free density functional theory".
Its goal is to enable interested parties to reproduce the experiments we have carried out. 

## Prerequesites

The following software versions are needed for the python scripts:

- `python`: 3.8.x
- `mala`: 1.1.0 (with `dftpy` installed)

Further, make sure you have a working `Quantum ESPRESSO` and `VASP` installation and have downloaded additional 
data such as local pseudopotentials and ML models (for references, see publication).

## Contents

- `scripts/`: Example scripts for the three principal python tasks associated with out work: ML inference, trajectory
analysis and OF-DFT-MD runs (via DFTPy). The scripts are general blueprints for these experiments and can be adjusted
to perform all of the calculations given in the publication.
- `data/`: Contains raw calculation data for the three investigated systems (hydrogen, beryllium and aluminium).
Since the main goal of this work is to compare OF-DFT-MD initialized and ideal crystal structure initialized 
trajectories and inferences, each of the three system-folders contains a `MD_ideal_crystal_structure` and 
`MD_ofdft_init` folder, with ideal crystal structure and OF-DFT-MD initialized data, respectively. Therein, contents
may differ; e.g. aluminium contains DFT calculation data, for beryllium data is divided by system size and Nosé mass,
while for hydrogen data for different temperatures is given. 
</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/1856</dc:identifier>
          <dc:identifier>10.14278/rodare.1856</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:1856</dc:identifier>
          <dc:relation>doi:10.1103/PhysRevResearch.4.043033</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-34767</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-34778</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-39797</dc:relation>
          <dc:relation>doi:10.14278/rodare.1648</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/matter</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:title>Data and Scripts for "Accelerating Equilibration in First-Principles Molecular Dynamics with Orbital-Free Density Functional Theory"</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>dataset</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:522</identifier>
        <datestamp>2021-11-02T19:11:14Z</datestamp>
        <setSpec>software</setSpec>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:creator>Göthel, Ilja</dc:creator>
          <dc:date>2020-09-22</dc:date>
          <dc:description>Simulations made with PIConGPU in 2d geometry with a longitudinally modified gaussian laser on a foil.
The laser has been modified to reproduce the main features of the pulse shape seen in the experiments as a result of modifying TOD and GVD.
The three main features, which were enabled with varying strength in the simulations:
 - an exponential ramp on the timescale of 300fs before the gaussian main pulse
 - a postpulse with around 100fs delay and around 0.2 of the total pulse energy
 - a skewness of the gaussian - modelled by two gaussian halves for the rising and falling part

From the spectra of the accelerated protons the cutoff energy is measured. The main result is, that the variations of the spectra are much smaller than those observed in the experiments, suggesting more complex mechanisms than those modelled here.</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/522</dc:identifier>
          <dc:identifier>10.14278/rodare.522</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:522</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-31548</dc:relation>
          <dc:relation>doi:10.14278/rodare.521</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
          <dc:subject>laser particle acceleration</dc:subject>
          <dc:title>Supplementary simulations for laser foil experiments on TOD variation</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>software</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:3812</identifier>
        <datestamp>2025-12-02T08:59:11Z</datestamp>
        <setSpec>user-hzdr</setSpec>
        <setSpec>user-rodare</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:contributor>Middleton, Maarit</dc:contributor>
          <dc:creator>Pospiech, Solveig</dc:creator>
          <dc:date>2025-06-17</dc:date>
          <dc:description>Format: HTML document (bookdown format)
Purpose: This file provides a detailed description of the quality assurance and quality control (QA/QC) procedures applied to the plant concentration data collected during the study. It includes statistical analysis of reference materials, drift correction, uncertainty modeling, and evaluation of laboratory and field precision.

Description of the File Content

This file is part of a larger data publication and serves as a supplementary document to the main dataset. It outlines the QA/QC procedures used to ensure the accuracy, precision, and reliability of the plant element concentration data. The file includes:


	
	Reference Material (RM) Analysis:

	
		Statistical summaries of standard reference materials (SRMs) such as UPDEEP_SPRU_BARK_DRY, UPDEEP_SPRU_TWIG_DRY, and UPDEEP_SPRU_NEED_DRY.
		Comparison of pre-analyzed SRM values with actual measurements.
		X-charts showing the performance of SRMs over time and across different batches.
	
	
	
	Drift and Offset Correction:

	
		Visualizations of raw and corrected data for routine samples, laboratory, and field replicates.
		Analysis of data trends and correction of analytical drift and offsets.
	
	
	
	Uncertainty Modeling:

	
		Calculation of relative standard deviation (RSD) from laboratory replicates.
		Identification of elements with high uncertainty (RSD &gt; 10%) that may be excluded from further analysis.
		Tables and visualizations showing the distribution of uncertainties across different plant tissues.
	
	
	
	Field Precision Assessment:

	
		Evaluation of field replicate data to assess variability in field sampling.
		Identification of elements with poor field precision (RSD &gt; 20%).
	
	
	
	Data Preparation and Processing:

	
		R code for data loading, cleaning, and transformation.
		Use of packages such as data.table, ggplot2, dplyr, and kableExtra for data manipulation and visualization.
	
	


Summary of Key Findings and Data Included


	Reference Materials: The file provides statistical summaries (mean, median, SD, RMAD) of SRMs used to monitor analytical performance. These are compared with actual measurements to assess accuracy and precision.
	Drift Correction: The data shows the effect of drift correction on plant concentration measurements, improving the consistency of results across different batches.
	Uncertainty Analysis: The RSD of laboratory replicates is calculated, and elements with high variability are flagged for exclusion.
	Field Precision: Field replicates are used to assess the variability of sampling and analysis in the field, with some elements showing poor precision.
	Visualizations: The file includes numerous plots (e.g., X-charts, scatter plots) to illustrate data trends, comparisons, and uncertainty levels.
</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/3812</dc:identifier>
          <dc:identifier>10.14278/rodare.3812</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:3812</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>doi:10.3030/776804</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-41483</dc:relation>
          <dc:relation>doi:10.14278/rodare.3811</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/1.0/legalcode</dc:rights>
          <dc:subject>QAQC</dc:subject>
          <dc:subject>supplementary material</dc:subject>
          <dc:subject>plant data</dc:subject>
          <dc:subject>NEXT EU project</dc:subject>
          <dc:title>NEXT Plant data: Results of Quality Assurance and Quality Control - Supplementary material for publications based on this data set</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>other</dc:type>
        </oai_dc:dc>
      </metadata>
    </record>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:4062</identifier>
        <datestamp>2025-12-02T08:59:11Z</datestamp>
        <setSpec>user-rodare</setSpec>
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      <metadata>
        <oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:contributor>Middleton, Maarit</dc:contributor>
          <dc:creator>Pospiech, Solveig</dc:creator>
          <dc:date>2025-11-02</dc:date>
          <dc:description>Format: HTML document (bookdown format)
Purpose: This file provides a detailed description of the quality assurance and quality control (QA/QC) procedures applied to the plant concentration data collected during the study. It includes statistical analysis of reference materials, drift correction, uncertainty modeling, and evaluation of laboratory and field precision.

Description of the File Content

This file is part of a larger data publication and serves as a supplementary document to the main dataset. It outlines the QA/QC procedures used to ensure the accuracy, precision, and reliability of the plant element concentration data. The file includes:


	
	Reference Material (RM) Analysis:

	
		Statistical summaries of standard reference materials (SRMs) such as UPDEEP_SPRU_BARK_DRY, UPDEEP_SPRU_TWIG_DRY, and UPDEEP_SPRU_NEED_DRY.
		Comparison of pre-analyzed SRM values with actual measurements.
		X-charts showing the performance of SRMs over time and across different batches.
	
	
	
	Drift and Offset Correction:

	
		Visualizations of raw and corrected data for routine samples, laboratory, and field replicates.
		Analysis of data trends and correction of analytical drift and offsets.
	
	
	
	Uncertainty Modeling:

	
		Calculation of relative standard deviation (RSD) from laboratory replicates.
		Identification of elements with high uncertainty (RSD &gt; 10%) that may be excluded from further analysis.
		Tables and visualizations showing the distribution of uncertainties across different plant tissues.
	
	
	
	Field Precision Assessment:

	
		Evaluation of field replicate data to assess variability in field sampling.
		Identification of elements with poor field precision (RSD &gt; 20%).
	
	
	
	Data Preparation and Processing:

	
		R code for data loading, cleaning, and transformation.
		Use of packages such as data.table, ggplot2, dplyr, and kableExtra for data manipulation and visualization.
	
	


Summary of Key Findings and Data Included


	Reference Materials: The file provides statistical summaries (mean, median, SD, RMAD) of SRMs used to monitor analytical performance. These are compared with actual measurements to assess accuracy and precision.
	Drift Correction: The data shows the effect of drift correction on plant concentration measurements, improving the consistency of results across different batches.
	Uncertainty Analysis: The RSD of laboratory replicates is calculated, and elements with high variability are flagged for exclusion.
	Field Precision: Field replicates are used to assess the variability of sampling and analysis in the field, with some elements showing poor precision.
	Visualizations: The file includes numerous plots (e.g., X-charts, scatter plots) to illustrate data trends, comparisons, and uncertainty levels.
</dc:description>
          <dc:identifier>https://rodare.hzdr.de/record/4062</dc:identifier>
          <dc:identifier>10.14278/rodare.4062</dc:identifier>
          <dc:identifier>oai:rodare.hzdr.de:4062</dc:identifier>
          <dc:language>eng</dc:language>
          <dc:relation>doi:10.3030/776804</dc:relation>
          <dc:relation>url:https://www.hzdr.de/publications/Publ-41483</dc:relation>
          <dc:relation>doi:10.14278/rodare.3811</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
          <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
          <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
          <dc:rights>https://creativecommons.org/licenses/by/1.0/legalcode</dc:rights>
          <dc:subject>QAQC</dc:subject>
          <dc:subject>supplementary material</dc:subject>
          <dc:subject>plant data</dc:subject>
          <dc:subject>NEXT EU project</dc:subject>
          <dc:title>NEXT Plant data: Results of Quality Assurance and Quality Control - Supplementary material for publications based on this data set</dc:title>
          <dc:type>info:eu-repo/semantics/other</dc:type>
          <dc:type>other</dc:type>
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