Omkar2118/datasets huggingface dataset:
Training data for "Harnessing Machine Learning for Single-Shot Measurement of Free Electron Laser Pulse Power"

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

Introducing paper: Harnessing Machine Learning for Single-Shot Measurement of Free Electron Laser Pulse Power