Majorana Demonstrator Data Release for AI/ML Applications
Abstract
The enclosed data release consists of a subset of the calibration data from the Majorana Demonstrator experiment. Each Majorana event is accompanied by raw Germanium detector waveforms, pulse shape discrimination cuts, and calibrated final energies, all shared in an HDF5 file format along with relevant metadata. This release is specifically designed to support the training and testing of Artificial Intelligence (AI) and Machine Learning (ML) algorithms upon our data. This document is structured as follows. Section I provides an overview of the dataset's content and format; Section II outlines the location of this dataset and the method for accessing it; Section III presents the NPML Machine Learning Challenge associated with this dataset; Section IV contains a disclaimer from the Majorana collaboration regarding the use of this dataset; Appendix A contains technical details of this data release. Please direct questions about the material provided within this release to liaobo77@ucsd.edu (A. Li).
Cite
@article{arxiv.2308.10856,
title = {Majorana Demonstrator Data Release for AI/ML Applications},
author = {I. J. Arnquist and F. T. Avignone and A. S. Barabash and C. J. Barton and K. H. Bhimani and E. Blalock and B. Bos and M. Busch and M. Buuck and T. S. Caldwell and Y. -D. Chan and C. D. Christofferson and P. -H. Chu and M. L. Clark and C. Cuesta and J. A. Detwiler and Yu. Efremenko and H. Ejiri and S. R. Elliott and N. Fuad and G. K. Giovanetti and M. P. Green and J. Gruszko and I. S. Guinn and V. E. Guiseppe and C. R. Haufe and R. Henning and D. Hervas Aguilar and E. W. Hoppe and A. Hostiuc and M. F. Kidd and I. Kim and R. T. Kouzes and T. E. Lannen and A. Li and J. M. Lopez-Castano and R. D. Martin and R. Massarczyk and S. J. Meijer and S. Mertens and T. K. Oli and L. S. Paudel and W. Pettus and A. W. P. Poon and B. Quenallata and D. C. Radford and A. L. Reine and K. Rielage and N. W. Ruof and D. C. Schaper and S. J. Schleich and D. Tedeschi and R. L. Varner and S. Vasilyev and S. L. Watkins and J. F. Wilkerson and C. Wiseman and W. Xu and C. -H. Yu and B. X. Zhu},
journal= {arXiv preprint arXiv:2308.10856},
year = {2023}
}
Comments
DataPlanet Access: https://dataplanet.ucsd.edu/dataset.xhtml?persistentId=perma:83.ucsddata/UQWQAV