November 12, 2024 Dataset Open Access

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

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    "title": "Training data for \"Harnessing Machine Learning for Single-Shot Measurement of Free Electron Laser Pulse Power\"", 
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    "description": "<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>\r\n\r\n<p>Raw data is provided in the following files:</p>\r\n\r\n<ul>\r\n <li>PBD2_VRFD_pbd2_stream_6_run52040_file114_20240227T153103.hdf5</li>\r\n <li>PBD2_VRFD_pbd2_stream_6_run52040_file115_20240227T153214.hdf5</li>\r\n <li>PBD2_VRFD_pbd2_stream_6_run52040_file116_20240227T153325.hdf5</li>\r\n <li>PBD2_VRFD_pbd2_stream_6_run52040_file117_20240227T153436.hdf5</li>\r\n</ul>\r\n\r\n<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>\r\n\r\n<p>Training data for the MLP model is contained in \"electron_power_data_files_114_115_116_117.hdf5\"</p>\r\n\r\n<p>The training data contains 23 machine parameters as well as the temporal power profiles of 2826 electron bunches.</p>", 
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