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Two-Stage Nested Array Direction of Arrival Estimation for Mixed Signals
In this paper, a novel two-stage subspace-based direction of arrival (DOA) estimation algorithm with the nested array is proposed for mixed signals containing circular and non-circular ones. By exploiting the difference between the two types of steering vectors, the DOAs of circular signals are esti...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9319072/ https://www.ncbi.nlm.nih.gov/pubmed/35891115 http://dx.doi.org/10.3390/s22145435 |
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author | Li, Wanru Deng, Ke |
author_facet | Li, Wanru Deng, Ke |
author_sort | Li, Wanru |
collection | PubMed |
description | In this paper, a novel two-stage subspace-based direction of arrival (DOA) estimation algorithm with the nested array is proposed for mixed signals containing circular and non-circular ones. By exploiting the difference between the two types of steering vectors, the DOAs of circular signals are estimated in the first stage. After eliminating the estimated information of circular signals by the covariance matrix reconstruction and oblique projection methods, the dimensions of the noise subspace are increased in estimating the DOAs of non-circular signals in the second stage. Through the two-stage estimation, the DOAs of the circular and non-circular signals are estimated separately and different types of signals with similar or the same DOAs can be distinguished. Furthermore, to avoid the two-dimensional (2-D) search with huge computational burden, a one-dimensional (1-D) search method exploiting the rank deficiency is proposed in the DOA estimation for non-circular signals. The simulation results show that the proposed algorithm can effectively improve the estimation accuracy and resolution probability, especially when circular and non-circular signals have similar DOAs. |
format | Online Article Text |
id | pubmed-9319072 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-93190722022-07-27 Two-Stage Nested Array Direction of Arrival Estimation for Mixed Signals Li, Wanru Deng, Ke Sensors (Basel) Article In this paper, a novel two-stage subspace-based direction of arrival (DOA) estimation algorithm with the nested array is proposed for mixed signals containing circular and non-circular ones. By exploiting the difference between the two types of steering vectors, the DOAs of circular signals are estimated in the first stage. After eliminating the estimated information of circular signals by the covariance matrix reconstruction and oblique projection methods, the dimensions of the noise subspace are increased in estimating the DOAs of non-circular signals in the second stage. Through the two-stage estimation, the DOAs of the circular and non-circular signals are estimated separately and different types of signals with similar or the same DOAs can be distinguished. Furthermore, to avoid the two-dimensional (2-D) search with huge computational burden, a one-dimensional (1-D) search method exploiting the rank deficiency is proposed in the DOA estimation for non-circular signals. The simulation results show that the proposed algorithm can effectively improve the estimation accuracy and resolution probability, especially when circular and non-circular signals have similar DOAs. MDPI 2022-07-21 /pmc/articles/PMC9319072/ /pubmed/35891115 http://dx.doi.org/10.3390/s22145435 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Li, Wanru Deng, Ke Two-Stage Nested Array Direction of Arrival Estimation for Mixed Signals |
title | Two-Stage Nested Array Direction of Arrival Estimation for Mixed Signals |
title_full | Two-Stage Nested Array Direction of Arrival Estimation for Mixed Signals |
title_fullStr | Two-Stage Nested Array Direction of Arrival Estimation for Mixed Signals |
title_full_unstemmed | Two-Stage Nested Array Direction of Arrival Estimation for Mixed Signals |
title_short | Two-Stage Nested Array Direction of Arrival Estimation for Mixed Signals |
title_sort | two-stage nested array direction of arrival estimation for mixed signals |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9319072/ https://www.ncbi.nlm.nih.gov/pubmed/35891115 http://dx.doi.org/10.3390/s22145435 |
work_keys_str_mv | AT liwanru twostagenestedarraydirectionofarrivalestimationformixedsignals AT dengke twostagenestedarraydirectionofarrivalestimationformixedsignals |