Blind source separation in 3rd generation gravitational-wave detectors

Francesca Badaracco, Biswajit Banerjee, Marica Branchesi, Andrea Chincarini
{"title":"Blind source separation in 3rd generation gravitational-wave detectors","authors":"Francesca Badaracco, Biswajit Banerjee, Marica Branchesi, Andrea Chincarini","doi":"arxiv-2409.06458","DOIUrl":null,"url":null,"abstract":"Third generation and future upgrades of current gravitational-wave detectors\nwill present exquisite sensitivities which will allow to detect a plethora of\ngravitational wave signals. Hence, a new problem to be solved arises: the\ndetection and parameter estimation of overlapped signals. The problem of\nseparating and identifying two signals that overlap in time, space or frequency\nis something well known in other fields (e.g. medicine and telecommunication).\nBlind source separation techniques are all those methods that aim at separating\ntwo or more unknown signals. This article provides a methodological review of\nthe most common blind source separation techniques and it analyses whether they\ncan be successfully applied to overlapped gravitational wave signals or not,\nwhile comparing the limits and advantages of each method.","PeriodicalId":501041,"journal":{"name":"arXiv - PHYS - General Relativity and Quantum Cosmology","volume":"14 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - General Relativity and Quantum Cosmology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.06458","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Third generation and future upgrades of current gravitational-wave detectors will present exquisite sensitivities which will allow to detect a plethora of gravitational wave signals. Hence, a new problem to be solved arises: the detection and parameter estimation of overlapped signals. The problem of separating and identifying two signals that overlap in time, space or frequency is something well known in other fields (e.g. medicine and telecommunication). Blind source separation techniques are all those methods that aim at separating two or more unknown signals. This article provides a methodological review of the most common blind source separation techniques and it analyses whether they can be successfully applied to overlapped gravitational wave signals or not, while comparing the limits and advantages of each method.
第三代引力波探测器的盲源分离
目前的引力波探测器的第三代和未来的升级版将具有极高的灵敏度,可以探测到大量的引力波信号。因此,一个亟待解决的新问题出现了:重叠信号的探测和参数估计。分离和识别在时间、空间或频率上重叠的两个信号是其他领域(如医学和电信)众所周知的问题。本文从方法学角度对最常见的盲源分离技术进行了综述,并分析了这些技术能否成功应用于重叠引力波信号,同时比较了每种方法的局限性和优势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
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:481959085
Book学术官方微信