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.