{"title":"Nuclear Atomic Norm for parametric estimation of sparse channels","authors":"Álvaro Callejas-Ramos, Matilde Sánchez-Fernández, Antonia Tulino, Jaime Llorca","doi":"arxiv-2409.01166","DOIUrl":null,"url":null,"abstract":"Parametric channel estimation in mmWave not only enables the anticipated\nlarge spectral efficiency gains of \\acs{MIMO} systems but also reveals\nimportant propagation parameters, allowing for a low complexity representation\nof the channel matrix. In this work, we propose to use atomic norm as a\ngridless multidimensional spectral estimation approach to address parametric\nchannel estimation where both AoD and AoA are identified. The conditions for\nrecovery of the propagation parameters are given depending on properties of the\nmeasurement matrix, and on structural features such as the antenna geometry or\nthe number of scatters to resolve. The proposed methodology is compared against\nseveral state-of-the-art parametric approaches.","PeriodicalId":501082,"journal":{"name":"arXiv - MATH - Information Theory","volume":"7 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - MATH - Information Theory","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.01166","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
Parametric channel estimation in mmWave not only enables the anticipated
large spectral efficiency gains of \acs{MIMO} systems but also reveals
important propagation parameters, allowing for a low complexity representation
of the channel matrix. In this work, we propose to use atomic norm as a
gridless multidimensional spectral estimation approach to address parametric
channel estimation where both AoD and AoA are identified. The conditions for
recovery of the propagation parameters are given depending on properties of the
measurement matrix, and on structural features such as the antenna geometry or
the number of scatters to resolve. The proposed methodology is compared against
several state-of-the-art parametric approaches.