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Estimation of Overspread Underwater Acoustic Channel Based on Low-Rank Matrix Recovery

In this paper, the estimation of overspread, i.e., doubly spread underwater acoustic (UWA) channels of strong dispersion is considered. We show that although the UWA channel dispersion causes the degeneration of channel sparsity, it leads to a low-rank structure especially when the channel delay-Dop...

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Detalles Bibliográficos
Autores principales: Li, Jie, Chen, Fangjiong, Liu, Songzuo, Yu, Hua, Ji, Fei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6891742/
https://www.ncbi.nlm.nih.gov/pubmed/31731649
http://dx.doi.org/10.3390/s19224976
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author Li, Jie
Chen, Fangjiong
Liu, Songzuo
Yu, Hua
Ji, Fei
author_facet Li, Jie
Chen, Fangjiong
Liu, Songzuo
Yu, Hua
Ji, Fei
author_sort Li, Jie
collection PubMed
description In this paper, the estimation of overspread, i.e., doubly spread underwater acoustic (UWA) channels of strong dispersion is considered. We show that although the UWA channel dispersion causes the degeneration of channel sparsity, it leads to a low-rank structure especially when the channel delay-Doppler-spread function is separable in delay and Doppler domain. Therefore, we introduce the low-rank criterion to estimate the UWA channels, which can help to improve the estimation performance in the case of strong dispersion. The estimator is based on the discrete delay-Doppler-spread function representation of channel, and is formulated as a low-rank matrix recovery problem which can be solved by the singular value projection technique. Simulation examples are carried out to demonstrate the effectiveness of the proposed low-rank-based channel estimator.
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spelling pubmed-68917422019-12-12 Estimation of Overspread Underwater Acoustic Channel Based on Low-Rank Matrix Recovery Li, Jie Chen, Fangjiong Liu, Songzuo Yu, Hua Ji, Fei Sensors (Basel) Article In this paper, the estimation of overspread, i.e., doubly spread underwater acoustic (UWA) channels of strong dispersion is considered. We show that although the UWA channel dispersion causes the degeneration of channel sparsity, it leads to a low-rank structure especially when the channel delay-Doppler-spread function is separable in delay and Doppler domain. Therefore, we introduce the low-rank criterion to estimate the UWA channels, which can help to improve the estimation performance in the case of strong dispersion. The estimator is based on the discrete delay-Doppler-spread function representation of channel, and is formulated as a low-rank matrix recovery problem which can be solved by the singular value projection technique. Simulation examples are carried out to demonstrate the effectiveness of the proposed low-rank-based channel estimator. MDPI 2019-11-15 /pmc/articles/PMC6891742/ /pubmed/31731649 http://dx.doi.org/10.3390/s19224976 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Li, Jie
Chen, Fangjiong
Liu, Songzuo
Yu, Hua
Ji, Fei
Estimation of Overspread Underwater Acoustic Channel Based on Low-Rank Matrix Recovery
title Estimation of Overspread Underwater Acoustic Channel Based on Low-Rank Matrix Recovery
title_full Estimation of Overspread Underwater Acoustic Channel Based on Low-Rank Matrix Recovery
title_fullStr Estimation of Overspread Underwater Acoustic Channel Based on Low-Rank Matrix Recovery
title_full_unstemmed Estimation of Overspread Underwater Acoustic Channel Based on Low-Rank Matrix Recovery
title_short Estimation of Overspread Underwater Acoustic Channel Based on Low-Rank Matrix Recovery
title_sort estimation of overspread underwater acoustic channel based on low-rank matrix recovery
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6891742/
https://www.ncbi.nlm.nih.gov/pubmed/31731649
http://dx.doi.org/10.3390/s19224976
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AT yuhua estimationofoverspreadunderwateracousticchannelbasedonlowrankmatrixrecovery
AT jifei estimationofoverspreadunderwateracousticchannelbasedonlowrankmatrixrecovery