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The DOA Estimation Method for Low-Altitude Targets under the Background of Impulse Noise
Due to the discontinuity of ocean waves and mountains, there are often multipath propagation effects and obvious pulse characteristics in low-altitude detection. If the conventional direction of arrival (DOA) estimation method is directly used for direction finding, it will lead to a large error. In...
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/PMC9269251/ https://www.ncbi.nlm.nih.gov/pubmed/35808348 http://dx.doi.org/10.3390/s22134853 |
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author | Lin, Bin Hu, Guoping Zhou, Hao Zheng, Guimei Song, Yuwei |
author_facet | Lin, Bin Hu, Guoping Zhou, Hao Zheng, Guimei Song, Yuwei |
author_sort | Lin, Bin |
collection | PubMed |
description | Due to the discontinuity of ocean waves and mountains, there are often multipath propagation effects and obvious pulse characteristics in low-altitude detection. If the conventional direction of arrival (DOA) estimation method is directly used for direction finding, it will lead to a large error. In view of serious misalignment in the DOA estimation of multipath signals under the background of impulse noise, a DOA estimation method based on spatial difference and a modified projection subspace algorithm is proposed in this paper. Firstly, the covariance matrix of the received data vector is used for spatial difference to eliminate the multipath effects of low-altitude targets. Secondly, the modified projection matrix is constructed using the signal source estimated with the least squares criterion and then used for modifying the covariance matrix, thus eliminating the cross-covariance matrices that affect the estimation accuracy. Finally, the modified covariance matrix is used for the DOA estimation of targets. Simulations show that the proposed algorithm achieves a higher accuracy in the DOA estimation of low-altitude targets than conventional algorithms under two common impulse noise models, without requiring prior knowledge of impulse noise. |
format | Online Article Text |
id | pubmed-9269251 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-92692512022-07-09 The DOA Estimation Method for Low-Altitude Targets under the Background of Impulse Noise Lin, Bin Hu, Guoping Zhou, Hao Zheng, Guimei Song, Yuwei Sensors (Basel) Article Due to the discontinuity of ocean waves and mountains, there are often multipath propagation effects and obvious pulse characteristics in low-altitude detection. If the conventional direction of arrival (DOA) estimation method is directly used for direction finding, it will lead to a large error. In view of serious misalignment in the DOA estimation of multipath signals under the background of impulse noise, a DOA estimation method based on spatial difference and a modified projection subspace algorithm is proposed in this paper. Firstly, the covariance matrix of the received data vector is used for spatial difference to eliminate the multipath effects of low-altitude targets. Secondly, the modified projection matrix is constructed using the signal source estimated with the least squares criterion and then used for modifying the covariance matrix, thus eliminating the cross-covariance matrices that affect the estimation accuracy. Finally, the modified covariance matrix is used for the DOA estimation of targets. Simulations show that the proposed algorithm achieves a higher accuracy in the DOA estimation of low-altitude targets than conventional algorithms under two common impulse noise models, without requiring prior knowledge of impulse noise. MDPI 2022-06-27 /pmc/articles/PMC9269251/ /pubmed/35808348 http://dx.doi.org/10.3390/s22134853 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 Lin, Bin Hu, Guoping Zhou, Hao Zheng, Guimei Song, Yuwei The DOA Estimation Method for Low-Altitude Targets under the Background of Impulse Noise |
title | The DOA Estimation Method for Low-Altitude Targets under the Background of Impulse Noise |
title_full | The DOA Estimation Method for Low-Altitude Targets under the Background of Impulse Noise |
title_fullStr | The DOA Estimation Method for Low-Altitude Targets under the Background of Impulse Noise |
title_full_unstemmed | The DOA Estimation Method for Low-Altitude Targets under the Background of Impulse Noise |
title_short | The DOA Estimation Method for Low-Altitude Targets under the Background of Impulse Noise |
title_sort | doa estimation method for low-altitude targets under the background of impulse noise |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9269251/ https://www.ncbi.nlm.nih.gov/pubmed/35808348 http://dx.doi.org/10.3390/s22134853 |
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