利用 IACTs 探测扩展伽马射线结构的背景估计技术

Tina Wach, Alison Mitchell, Lars Mohrmann
{"title":"利用 IACTs 探测扩展伽马射线结构的背景估计技术","authors":"Tina Wach, Alison Mitchell, Lars Mohrmann","doi":"arxiv-2409.02527","DOIUrl":null,"url":null,"abstract":"Estimation of the amount of cosmic-ray induced background events is a\nchallenging task for Imaging Atmospheric Cherenkov Telescopes (IACTs). Most\napproaches rely on a model of the background signal derived from archival\nobservations, which is then normalised to the region of interest (ROI) and\nrespective observation conditions using emission-free regions in the\nobservation.This is, however, disadvantageous for the analysis of large,\nextended $\\gamma$-ray structures, where no sufficient source free region can be\nfound. We aim to address this issue by estimating the normalisation of a\n3-dimensional background model template from separate, matched observations of\nemission-free sky regions. As a result, the need for a emission-free region in\nthe field of view of the observation becomes unnecessary. For this purpose, we\nimplement an algorithm to identify observation pairs with as close as possible\nobservation conditions. The open-source analysis package Gammapy is utilized\nfor estimating the background rate, facilitating seamless adaptation of the\nframework to many $\\gamma$-ray detection facilities. Public data from the High\nEnergy Stereoscopic System (H.E.S.S.) is employed to validate this methodology.\nThe analysis demonstrates that employing a background rate estimated through\nthis run-matching approach yields results consistent with those obtained using\nthe standard application of the background model template. Furthermore, the\ncompatibility of the source parameters obtained through this approach with\nprevious publications and an analysis employing the background model template\napproach is confirmed, along with an estimation of the statistical and\nsystematic uncertainties introduced by this method.","PeriodicalId":501163,"journal":{"name":"arXiv - PHYS - Instrumentation and Methods for Astrophysics","volume":"5 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"A background-estimation technique for the detection of extended gamma-ray structures with IACTs\",\"authors\":\"Tina Wach, Alison Mitchell, Lars Mohrmann\",\"doi\":\"arxiv-2409.02527\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Estimation of the amount of cosmic-ray induced background events is a\\nchallenging task for Imaging Atmospheric Cherenkov Telescopes (IACTs). Most\\napproaches rely on a model of the background signal derived from archival\\nobservations, which is then normalised to the region of interest (ROI) and\\nrespective observation conditions using emission-free regions in the\\nobservation.This is, however, disadvantageous for the analysis of large,\\nextended $\\\\gamma$-ray structures, where no sufficient source free region can be\\nfound. We aim to address this issue by estimating the normalisation of a\\n3-dimensional background model template from separate, matched observations of\\nemission-free sky regions. As a result, the need for a emission-free region in\\nthe field of view of the observation becomes unnecessary. For this purpose, we\\nimplement an algorithm to identify observation pairs with as close as possible\\nobservation conditions. The open-source analysis package Gammapy is utilized\\nfor estimating the background rate, facilitating seamless adaptation of the\\nframework to many $\\\\gamma$-ray detection facilities. Public data from the High\\nEnergy Stereoscopic System (H.E.S.S.) is employed to validate this methodology.\\nThe analysis demonstrates that employing a background rate estimated through\\nthis run-matching approach yields results consistent with those obtained using\\nthe standard application of the background model template. Furthermore, the\\ncompatibility of the source parameters obtained through this approach with\\nprevious publications and an analysis employing the background model template\\napproach is confirmed, along with an estimation of the statistical and\\nsystematic uncertainties introduced by this method.\",\"PeriodicalId\":501163,\"journal\":{\"name\":\"arXiv - PHYS - Instrumentation and Methods for Astrophysics\",\"volume\":\"5 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-09-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - PHYS - Instrumentation and Methods for Astrophysics\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2409.02527\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - Instrumentation and Methods for Astrophysics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.02527","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

对于成像大气切伦科夫望远镜(IACTs)来说,估计宇宙射线诱发的背景事件的数量是一项具有挑战性的任务。大多数方法都依赖于从档案观测中得出的背景信号模型,然后利用观测中的无发射区域对感兴趣区域(ROI)和相应的观测条件进行归一化处理。我们的目标是解决这个问题,通过对无发射区域的单独、匹配观测来估计三维背景模型模板的归一化。因此,观测视场内无需无发射区域。为此,我们采用了一种算法来识别观测条件尽可能接近的观测对。利用开源分析软件包 Gammapy 估算本底率,使该框架能够无缝适应许多伽马射线探测设施。分析表明,采用这种运行匹配方法估算的本底率所得到的结果与使用本底模型模板的标准应用所得到的结果是一致的。此外,通过这种方法获得的源参数与以前出版物和使用背景模型模板方法进行的分析之间的兼容性得到了证实,同时还对这种方法带来的统计和系统不确定性进行了估计。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A background-estimation technique for the detection of extended gamma-ray structures with IACTs
Estimation of the amount of cosmic-ray induced background events is a challenging task for Imaging Atmospheric Cherenkov Telescopes (IACTs). Most approaches rely on a model of the background signal derived from archival observations, which is then normalised to the region of interest (ROI) and respective observation conditions using emission-free regions in the observation.This is, however, disadvantageous for the analysis of large, extended $\gamma$-ray structures, where no sufficient source free region can be found. We aim to address this issue by estimating the normalisation of a 3-dimensional background model template from separate, matched observations of emission-free sky regions. As a result, the need for a emission-free region in the field of view of the observation becomes unnecessary. For this purpose, we implement an algorithm to identify observation pairs with as close as possible observation conditions. The open-source analysis package Gammapy is utilized for estimating the background rate, facilitating seamless adaptation of the framework to many $\gamma$-ray detection facilities. Public data from the High Energy Stereoscopic System (H.E.S.S.) is employed to validate this methodology. The analysis demonstrates that employing a background rate estimated through this run-matching approach yields results consistent with those obtained using the standard application of the background model template. Furthermore, the compatibility of the source parameters obtained through this approach with previous publications and an analysis employing the background model template approach is confirmed, along with an estimation of the statistical and systematic uncertainties introduced by this method.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信