November 12, 2024 Dataset Open Access

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

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    <subfield code="a">&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;</subfield>
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