Dataset Open Access

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

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

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

Raw data is provided in the following files:

  • PBD2_VRFD_pbd2_stream_6_run52040_file114_20240227T153103.hdf5
  • PBD2_VRFD_pbd2_stream_6_run52040_file115_20240227T153214.hdf5
  • PBD2_VRFD_pbd2_stream_6_run52040_file116_20240227T153325.hdf5
  • PBD2_VRFD_pbd2_stream_6_run52040_file117_20240227T153436.hdf5

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.

Training data for the MLP model is contained in "electron_power_data_files_114_115_116_117.hdf5"

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

Files (1.2 GB)
Name Size
electron_power_data_files_114_115_116_117.hdf5
md5:da0fb7d7953e5d4ab44abb999ef03df0
7.9 MB Download
PBD2_VRFD_pbd2_stream_6_run52040_file114_20240227T153103.hdf5
md5:983e98eb9d98d978f7da68315f9f08a1
299.5 MB Download
PBD2_VRFD_pbd2_stream_6_run52040_file115_20240227T153214.hdf5
md5:011f1baf795b54a379ea847c9af545c1
299.7 MB Download
PBD2_VRFD_pbd2_stream_6_run52040_file116_20240227T153325.hdf5
md5:9a173888cc1f39c8aa98707f82fc72da
299.9 MB Download
PBD2_VRFD_pbd2_stream_6_run52040_file117_20240227T153436.hdf5
md5:a9b18259cb3e86c25667e540f27b3ef6
299.8 MB Download
221
102
views
downloads
All versions This version
Views 221221
Downloads 102102
Data volume 24.2 GB24.2 GB
Unique views 145145
Unique downloads 6767

Share

Cite as