November 12, 2024 Dataset Open Access

Korten, Till; Steinbach, Peter; Mirian, Najmeh Sadat

DataCite XML Export

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  <identifier identifierType="DOI">10.14278/rodare.3253</identifier>
  <creators>
    <creator>
      <creatorName>Korten, Till</creatorName>
      <givenName>Till</givenName>
      <familyName>Korten</familyName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0002-2315-9247</nameIdentifier>
      <affiliation>Helmholtz-Zentrum Dresden-Rossendorf HZDR</affiliation>
    </creator>
    <creator>
      <creatorName>Steinbach, Peter</creatorName>
      <givenName>Peter</givenName>
      <familyName>Steinbach</familyName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0002-4974-230X</nameIdentifier>
      <affiliation>Helmholtz-Zentrum Dresden-Rossendorf HZDR</affiliation>
    </creator>
    <creator>
      <creatorName>Mirian, Najmeh Sadat</creatorName>
      <givenName>Najmeh Sadat</givenName>
      <familyName>Mirian</familyName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0002-6152-2721</nameIdentifier>
      <affiliation>Helmholtz-Zentrum Dresden-Rossendorf HZDR</affiliation>
    </creator>
  </creators>
  <titles>
    <title>Training data for "Harnessing Machine Learning for Single-Shot Measurement of Free Electron Laser Pulse Power"</title>
  </titles>
  <publisher>Rodare</publisher>
  <publicationYear>2024</publicationYear>
  <subjects>
    <subject>machine learning</subject>
    <subject>free electron laser</subject>
    <subject>linear accelerator</subject>
  </subjects>
  <dates>
    <date dateType="Issued">2024-11-12</date>
  </dates>
  <resourceType resourceTypeGeneral="Dataset"/>
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    <alternateIdentifier alternateIdentifierType="url">https://rodare.hzdr.de/record/3253</alternateIdentifier>
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    <relatedIdentifier relatedIdentifierType="URL" relationType="IsIdenticalTo">https://www.hzdr.de/publications/Publ-39889</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.14278/rodare.3252</relatedIdentifier>
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  <rightsList>
    <rights rightsURI="https://creativecommons.org/licenses/by/4.0/legalcode">Creative Commons Attribution 4.0 International</rights>
    <rights rightsURI="info:eu-repo/semantics/openAccess">Open Access</rights>
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  <descriptions>
    <description descriptionType="Abstract">&lt;p&gt;This repository contains data for the NeurIPS conference paper titled "Harnessing Machine Learning for Single-Shot Measurement of Free Electron Laser Pulse Power".&lt;/p&gt;&#13;
&#13;
&lt;p&gt;Raw data is provided in the following files:&lt;/p&gt;&#13;
&#13;
&lt;ul&gt;&#13;
 &lt;li&gt;PBD2_VRFD_pbd2_stream_6_run52040_file114_20240227T153103.hdf5&lt;/li&gt;&#13;
 &lt;li&gt;PBD2_VRFD_pbd2_stream_6_run52040_file115_20240227T153214.hdf5&lt;/li&gt;&#13;
 &lt;li&gt;PBD2_VRFD_pbd2_stream_6_run52040_file116_20240227T153325.hdf5&lt;/li&gt;&#13;
 &lt;li&gt;PBD2_VRFD_pbd2_stream_6_run52040_file117_20240227T153436.hdf5&lt;/li&gt;&#13;
&lt;/ul&gt;&#13;
&#13;
&lt;p&gt;The raw data contains 23 machine parameters as well as the longitudinal phase space images of 2826 shots in the lasing-off regime of the FLASH2 beamline at DESY Hamburg.&lt;/p&gt;&#13;
&#13;
&lt;p&gt;Training data for the MLP model is contained in "electron_power_data_files_114_115_116_117.hdf5"&lt;/p&gt;&#13;
&#13;
&lt;p&gt;The training data contains 23 machine parameters as well as the temporal power profiles of 2826 electron bunches.&lt;/p&gt;</description>
  </descriptions>
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