Cargando…

2-D Unitary ESPRIT-Like Direction-of-Arrival (DOA) Estimation for Coherent Signals with a Uniform Rectangular Array

A unitary transformation-based algorithm is proposed for two-dimensional (2-D) direction-of-arrival (DOA) estimation of coherent signals. The problem is solved by reorganizing the covariance matrix into a block Hankel one for decorrelation first and then reconstructing a new matrix to facilitate the...

Descripción completa

Detalles Bibliográficos
Autores principales: Ren, Shiwei, Ma, Xiaochuan, Yan, Shefeng, Hao, Chengpeng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Molecular Diversity Preservation International (MDPI) 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3673083/
https://www.ncbi.nlm.nih.gov/pubmed/23539031
http://dx.doi.org/10.3390/s130404272
_version_ 1782272205394018304
author Ren, Shiwei
Ma, Xiaochuan
Yan, Shefeng
Hao, Chengpeng
author_facet Ren, Shiwei
Ma, Xiaochuan
Yan, Shefeng
Hao, Chengpeng
author_sort Ren, Shiwei
collection PubMed
description A unitary transformation-based algorithm is proposed for two-dimensional (2-D) direction-of-arrival (DOA) estimation of coherent signals. The problem is solved by reorganizing the covariance matrix into a block Hankel one for decorrelation first and then reconstructing a new matrix to facilitate the unitary transformation. By multiplying unitary matrices, eigenvalue decomposition and singular value decomposition are both transformed into real-valued, so that the computational complexity can be reduced significantly. In addition, a fast and computationally attractive realization of the 2-D unitary transformation is given by making a Kronecker product of the 1-D matrices. Compared with the existing 2-D algorithms, our scheme is more efficient in computation and less restrictive on the array geometry. The processing of the received data matrix before unitary transformation combines the estimation of signal parameters via rotational invariance techniques (ESPRIT)-Like method and the forward-backward averaging, which can decorrelate the impinging signals more thoroughly. Simulation results and computational order analysis are presented to verify the validity and effectiveness of the proposed algorithm.
format Online
Article
Text
id pubmed-3673083
institution National Center for Biotechnology Information
language English
publishDate 2013
publisher Molecular Diversity Preservation International (MDPI)
record_format MEDLINE/PubMed
spelling pubmed-36730832013-06-19 2-D Unitary ESPRIT-Like Direction-of-Arrival (DOA) Estimation for Coherent Signals with a Uniform Rectangular Array Ren, Shiwei Ma, Xiaochuan Yan, Shefeng Hao, Chengpeng Sensors (Basel) Article A unitary transformation-based algorithm is proposed for two-dimensional (2-D) direction-of-arrival (DOA) estimation of coherent signals. The problem is solved by reorganizing the covariance matrix into a block Hankel one for decorrelation first and then reconstructing a new matrix to facilitate the unitary transformation. By multiplying unitary matrices, eigenvalue decomposition and singular value decomposition are both transformed into real-valued, so that the computational complexity can be reduced significantly. In addition, a fast and computationally attractive realization of the 2-D unitary transformation is given by making a Kronecker product of the 1-D matrices. Compared with the existing 2-D algorithms, our scheme is more efficient in computation and less restrictive on the array geometry. The processing of the received data matrix before unitary transformation combines the estimation of signal parameters via rotational invariance techniques (ESPRIT)-Like method and the forward-backward averaging, which can decorrelate the impinging signals more thoroughly. Simulation results and computational order analysis are presented to verify the validity and effectiveness of the proposed algorithm. Molecular Diversity Preservation International (MDPI) 2013-03-28 /pmc/articles/PMC3673083/ /pubmed/23539031 http://dx.doi.org/10.3390/s130404272 Text en © 2013 by the authors; licensee MDPI, Basel, Switzerland. https://creativecommons.org/licenses/by/3.0/This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/3.0/ (https://creativecommons.org/licenses/by/3.0/) ).
spellingShingle Article
Ren, Shiwei
Ma, Xiaochuan
Yan, Shefeng
Hao, Chengpeng
2-D Unitary ESPRIT-Like Direction-of-Arrival (DOA) Estimation for Coherent Signals with a Uniform Rectangular Array
title 2-D Unitary ESPRIT-Like Direction-of-Arrival (DOA) Estimation for Coherent Signals with a Uniform Rectangular Array
title_full 2-D Unitary ESPRIT-Like Direction-of-Arrival (DOA) Estimation for Coherent Signals with a Uniform Rectangular Array
title_fullStr 2-D Unitary ESPRIT-Like Direction-of-Arrival (DOA) Estimation for Coherent Signals with a Uniform Rectangular Array
title_full_unstemmed 2-D Unitary ESPRIT-Like Direction-of-Arrival (DOA) Estimation for Coherent Signals with a Uniform Rectangular Array
title_short 2-D Unitary ESPRIT-Like Direction-of-Arrival (DOA) Estimation for Coherent Signals with a Uniform Rectangular Array
title_sort 2-d unitary esprit-like direction-of-arrival (doa) estimation for coherent signals with a uniform rectangular array
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3673083/
https://www.ncbi.nlm.nih.gov/pubmed/23539031
http://dx.doi.org/10.3390/s130404272
work_keys_str_mv AT renshiwei 2dunitaryespritlikedirectionofarrivaldoaestimationforcoherentsignalswithauniformrectangulararray
AT maxiaochuan 2dunitaryespritlikedirectionofarrivaldoaestimationforcoherentsignalswithauniformrectangulararray
AT yanshefeng 2dunitaryespritlikedirectionofarrivaldoaestimationforcoherentsignalswithauniformrectangulararray
AT haochengpeng 2dunitaryespritlikedirectionofarrivaldoaestimationforcoherentsignalswithauniformrectangulararray