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A Fast Method for Multidimensional Joint Parameter Estimation of Polarization-Sensitive Arrays
The paper proposes a fast method for the multidimensional parameter estimation of a polarization-sensitive array. Compared with conventional methods (e.g., MUSIC algorithm), the proposed method applies an iterative approach based on Newton’s method to obtain joint estimation results instead of a spe...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10575371/ https://www.ncbi.nlm.nih.gov/pubmed/37837023 http://dx.doi.org/10.3390/s23198193 |
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author | Zhang, Zheqi Lan, Xiang Wang, Xianpeng |
author_facet | Zhang, Zheqi Lan, Xiang Wang, Xianpeng |
author_sort | Zhang, Zheqi |
collection | PubMed |
description | The paper proposes a fast method for the multidimensional parameter estimation of a polarization-sensitive array. Compared with conventional methods (e.g., MUSIC algorithm), the proposed method applies an iterative approach based on Newton’s method to obtain joint estimation results instead of a spectral search and dimension reduction. It also extends the original Newton method to the 4D scale using the Hessian matrix. To reduce the complexity of establishing the aim function, Nystrom’s method is applied to process the covariance matrix. A new threshold is also proposed to select the results, which can accomplish the parameter estimation with a small number of iterations while guaranteeing a high estimation accuracy. Finally, the proposed algorithm is analyzed in detail and the numerical simulations of various algorithms are compared to verify its effectiveness. |
format | Online Article Text |
id | pubmed-10575371 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-105753712023-10-14 A Fast Method for Multidimensional Joint Parameter Estimation of Polarization-Sensitive Arrays Zhang, Zheqi Lan, Xiang Wang, Xianpeng Sensors (Basel) Article The paper proposes a fast method for the multidimensional parameter estimation of a polarization-sensitive array. Compared with conventional methods (e.g., MUSIC algorithm), the proposed method applies an iterative approach based on Newton’s method to obtain joint estimation results instead of a spectral search and dimension reduction. It also extends the original Newton method to the 4D scale using the Hessian matrix. To reduce the complexity of establishing the aim function, Nystrom’s method is applied to process the covariance matrix. A new threshold is also proposed to select the results, which can accomplish the parameter estimation with a small number of iterations while guaranteeing a high estimation accuracy. Finally, the proposed algorithm is analyzed in detail and the numerical simulations of various algorithms are compared to verify its effectiveness. MDPI 2023-09-30 /pmc/articles/PMC10575371/ /pubmed/37837023 http://dx.doi.org/10.3390/s23198193 Text en © 2023 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 Zhang, Zheqi Lan, Xiang Wang, Xianpeng A Fast Method for Multidimensional Joint Parameter Estimation of Polarization-Sensitive Arrays |
title | A Fast Method for Multidimensional Joint Parameter Estimation of Polarization-Sensitive Arrays |
title_full | A Fast Method for Multidimensional Joint Parameter Estimation of Polarization-Sensitive Arrays |
title_fullStr | A Fast Method for Multidimensional Joint Parameter Estimation of Polarization-Sensitive Arrays |
title_full_unstemmed | A Fast Method for Multidimensional Joint Parameter Estimation of Polarization-Sensitive Arrays |
title_short | A Fast Method for Multidimensional Joint Parameter Estimation of Polarization-Sensitive Arrays |
title_sort | fast method for multidimensional joint parameter estimation of polarization-sensitive arrays |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10575371/ https://www.ncbi.nlm.nih.gov/pubmed/37837023 http://dx.doi.org/10.3390/s23198193 |
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