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

DOI

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.

Identifier
DOI https://doi.org/10.14278/rodare.3253
Related Identifier IsIdenticalTo https://www.hzdr.de/publications/Publ-39889
Related Identifier IsPartOf https://doi.org/10.14278/rodare.3252
Related Identifier IsPartOf https://rodare.hzdr.de/communities/rodare
Metadata Access https://rodare.hzdr.de/oai2d?verb=GetRecord&metadataPrefix=oai_datacite&identifier=oai:rodare.hzdr.de:3253
Provenance
Creator Korten, Till ORCID logo; Steinbach, Peter (ORCID: 0000-0002-4974-230X); Mirian, Najmeh Sadat ORCID logo
Publisher Rodare
Publication Year 2024
Rights Creative Commons Attribution 4.0 International; Open Access; https://creativecommons.org/licenses/by/4.0/legalcode; info:eu-repo/semantics/openAccess
OpenAccess true
Contact https://rodare.hzdr.de/support
Representation
Resource Type Dataset
Discipline Life Sciences; Natural Sciences; Engineering Sciences