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 [email protected] (A. Li).
翻译:本数据发布包含马约拉纳演示实验校准数据的一个子集。每个马约拉纳事件都附有原始锗探测器波形、脉冲形状甄别截断值以及校准后的最终能量值,所有数据均以HDF5文件格式共享,并包含相关元数据。此次发布专门设计用于支持在我们的数据上训练和测试人工智能(AI)与机器学习(ML)算法。本文结构如下:第一节概述数据集的内容与格式;第二节说明数据集的位置及访问方法;第三节介绍与该数据集相关的NPML机器学习挑战赛;第四节包含马约拉纳合作组关于使用本数据集的免责声明;附录A提供本次数据发布的技术细节。如有关于本数据发布材料的问题,请发送邮件至[email protected](联系人:A. Li)。