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DOA Estimation of Coherent Signals on Coprime Arrays Exploiting Fourth-Order Cumulants
This paper considers the problem of direction-of-arrival (DOA) estimation of coherent signals on passive coprime arrays, where we resort to the fourth-order cumulants of the received signal to explore more information. A fourth-order cumulant matrix (FCM) is introduced for the coprime array. The spe...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5419795/ https://www.ncbi.nlm.nih.gov/pubmed/28346352 http://dx.doi.org/10.3390/s17040682 |
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author | Hu, Yang Liu, Yimin Wang, Xiqin |
author_facet | Hu, Yang Liu, Yimin Wang, Xiqin |
author_sort | Hu, Yang |
collection | PubMed |
description | This paper considers the problem of direction-of-arrival (DOA) estimation of coherent signals on passive coprime arrays, where we resort to the fourth-order cumulants of the received signal to explore more information. A fourth-order cumulant matrix (FCM) is introduced for the coprime array. The special structure of the FCM is combined with the array configuration to resolve the coherent signals. Since each sparse array of a coprime array is uniform, a series of overlapping identical subarrays can be extracted. Using this property, we propose a generalized spatial smoothing scheme applied to the FCM. From the smoothed FCM, the DOAs of both the coherent and independent signals can be successfully estimated on the pseudo-spectrum generated by the fourth-order MUSIC algorithm. To overcome the problem of occasional false peaks appearing on the pseudo-spectrum, we use a supplementary sparse array whose inter-sensor spacing is coprime to that of either existing sparse array. From the combined spectrum aided by the supplementary sensors, the false peaks are removed while the true peaks remain. The effectiveness of the proposed methods is demonstrated by simulation examples. |
format | Online Article Text |
id | pubmed-5419795 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-54197952017-05-12 DOA Estimation of Coherent Signals on Coprime Arrays Exploiting Fourth-Order Cumulants Hu, Yang Liu, Yimin Wang, Xiqin Sensors (Basel) Article This paper considers the problem of direction-of-arrival (DOA) estimation of coherent signals on passive coprime arrays, where we resort to the fourth-order cumulants of the received signal to explore more information. A fourth-order cumulant matrix (FCM) is introduced for the coprime array. The special structure of the FCM is combined with the array configuration to resolve the coherent signals. Since each sparse array of a coprime array is uniform, a series of overlapping identical subarrays can be extracted. Using this property, we propose a generalized spatial smoothing scheme applied to the FCM. From the smoothed FCM, the DOAs of both the coherent and independent signals can be successfully estimated on the pseudo-spectrum generated by the fourth-order MUSIC algorithm. To overcome the problem of occasional false peaks appearing on the pseudo-spectrum, we use a supplementary sparse array whose inter-sensor spacing is coprime to that of either existing sparse array. From the combined spectrum aided by the supplementary sensors, the false peaks are removed while the true peaks remain. The effectiveness of the proposed methods is demonstrated by simulation examples. MDPI 2017-03-25 /pmc/articles/PMC5419795/ /pubmed/28346352 http://dx.doi.org/10.3390/s17040682 Text en © 2017 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 Hu, Yang Liu, Yimin Wang, Xiqin DOA Estimation of Coherent Signals on Coprime Arrays Exploiting Fourth-Order Cumulants |
title | DOA Estimation of Coherent Signals on Coprime Arrays Exploiting Fourth-Order Cumulants |
title_full | DOA Estimation of Coherent Signals on Coprime Arrays Exploiting Fourth-Order Cumulants |
title_fullStr | DOA Estimation of Coherent Signals on Coprime Arrays Exploiting Fourth-Order Cumulants |
title_full_unstemmed | DOA Estimation of Coherent Signals on Coprime Arrays Exploiting Fourth-Order Cumulants |
title_short | DOA Estimation of Coherent Signals on Coprime Arrays Exploiting Fourth-Order Cumulants |
title_sort | doa estimation of coherent signals on coprime arrays exploiting fourth-order cumulants |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5419795/ https://www.ncbi.nlm.nih.gov/pubmed/28346352 http://dx.doi.org/10.3390/s17040682 |
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