Training data for "Harnessing Machine Learning for Single-Shot Measurement of Free Electron Laser Pulse Power"

<p>This repository contains data for the NeurIPS conference paper titled "Harnessing Machine Learning for Single-Shot Measurement of Free Electron Laser Pulse Power".</p>

<p>Raw data is provided in the following files:</p>

<ul>
<li>PBD2_VRFD_pbd2_stream_6_run52040_file114_20240227T153103.hdf5</li>
<li>PBD2_VRFD_pbd2_stream_6_run52040_file115_20240227T153214.hdf5</li>
<li>PBD2_VRFD_pbd2_stream_6_run52040_file116_20240227T153325.hdf5</li>
<li>PBD2_VRFD_pbd2_stream_6_run52040_file117_20240227T153436.hdf5</li>
</ul>

<p>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.</p>

<p>Training data for the MLP model is contained in "electron_power_data_files_114_115_116_117.hdf5"</p>

<p>The training data contains 23 machine parameters as well as the temporal power profiles of 2826 electron bunches.</p>

<p>本仓库汇聚了关于NeurIPS会议论文《利用机器学习实现单次测量自由电子激光脉冲功率》所涉及的数据集。</p><p>原始数据以以下文件形式提供：</p><ul><li>PBD2_VRFD_pbd2_stream_6_run52040_file114_20240227T153103.hdf5</li><li>PBD2_VRFD_pbd2_stream_6_run52040_file115_20240227T153214.hdf5</li><li>PBD2_VRFD_pbd2_stream_6_run52040_file116_20240227T153325.hdf5</li><li>PBD2_VRFD_pbd2_stream_6_run52040_file117_20240227T153436.hdf5</li></ul><p>这些原始数据包含了23个机器参数以及2826次激光关闭状态下，DESY汉堡FLASH2光束线的纵向相空间图像。</p><p>用于训练MLP模型的训练数据存于“electron_power_data_files_114_115_116_117.hdf5”文件中。</p><p>该训练数据亦包含了23个机器参数以及2826个电子束的时间功率分布。</p>