{"title":"Blind separation of weak signals in non-isotropic spatio-temporal colored noise with possibly critically loaded uncalibrated arrays","authors":"E. Beadle, J. F. Dishman","doi":"10.1109/MILCOM.2008.4753290","DOIUrl":null,"url":null,"abstract":"A blind source separation (BSS) algorithm optimal in output signal-to-interference (SIR) for critically loaded arrays operating at possibly negative SNIR is proposed. The proposed technique uses generalized eigen-decomposition (i.e. spectral estimation) of a first-order matrix pencil of spatial fourth-order cumulant matrices of novel definition. The algorithm has demonstrated insensitivity to non-isotropic spatially and/or temporally correlated noise without the need for whitening processes. To illustrate the potential effectiveness of the proposed approach examples are provided involving narrowband statistically independent co-channel signal mixtures of analog and digital modulations with received SNIR < 0 dB, with noise environment and sensing array manifold completely unknown.","PeriodicalId":434891,"journal":{"name":"MILCOM 2008 - 2008 IEEE Military Communications Conference","volume":"884 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2008-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"MILCOM 2008 - 2008 IEEE Military Communications Conference","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/MILCOM.2008.4753290","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
A blind source separation (BSS) algorithm optimal in output signal-to-interference (SIR) for critically loaded arrays operating at possibly negative SNIR is proposed. The proposed technique uses generalized eigen-decomposition (i.e. spectral estimation) of a first-order matrix pencil of spatial fourth-order cumulant matrices of novel definition. The algorithm has demonstrated insensitivity to non-isotropic spatially and/or temporally correlated noise without the need for whitening processes. To illustrate the potential effectiveness of the proposed approach examples are provided involving narrowband statistically independent co-channel signal mixtures of analog and digital modulations with received SNIR < 0 dB, with noise environment and sensing array manifold completely unknown.