{"url":"/dataset/training-data-for-harnessing-machine-learning","name":"Training data for \"Harnessing Machine Learning for Single-Shot Measurement of Free Electron Laser Pulse Power\"","full_name":null,"description_markdown":"This repository contains data for the NeurIPS conference paper titled \"Harnessing Machine Learning for Single-Shot Measurement of Free Electron Laser Pulse Power\".\r\n\r\nRaw data is provided in the following files:\r\n\r\n* PBD2_VRFD_pbd2_stream_6_run52040_file114_20240227T153103.hdf5\r\n* PBD2_VRFD_pbd2_stream_6_run52040_file115_20240227T153214.hdf5\r\n* PBD2_VRFD_pbd2_stream_6_run52040_file116_20240227T153325.hdf5\r\n* PBD2_VRFD_pbd2_stream_6_run52040_file117_20240227T153436.hdf5\r\n\r\nThe 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.\r\n\r\nTraining data for the MLP model is contained in  \"electron_power_data_files_114_115_116_117.hdf5\"\r\n\r\nThe training data contains 23 machine parameters as well as the temporal power profiles of 2826 electron bunches","description_withheld":null,"homepage":"https://rodare.hzdr.de/record/3253","introduced_date":"2024-11-12","introduced_date_note":null,"introduced_by":{"paper":"/paper/harnessing-machine-learning-for-single-shot","title":"Harnessing Machine Learning for Single-Shot Measurement of Free Electron Laser Pulse Power","first_author":"Till Korten","url":null},"license":{"name":"CC-BY-4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"modalities":[{"name":"Images","url":"/datasets/modality/images"},{"name":"Tabular","url":"/datasets/modality/tabular"},{"name":"Physics","url":"/datasets/modality/physics"}],"tasks":[],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["Training data for \"Harnessing Machine Learning for Single-Shot Measurement of Free Electron Laser Pulse Power\""],"data_loaders":[],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}