Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhang, Zheqi, Lan, Xiang, Wang, Xianpeng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
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
_version_ 1785120906513743872
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
work_keys_str_mv AT zhangzheqi afastmethodformultidimensionaljointparameterestimationofpolarizationsensitivearrays
AT lanxiang afastmethodformultidimensionaljointparameterestimationofpolarizationsensitivearrays
AT wangxianpeng afastmethodformultidimensionaljointparameterestimationofpolarizationsensitivearrays
AT zhangzheqi fastmethodformultidimensionaljointparameterestimationofpolarizationsensitivearrays
AT lanxiang fastmethodformultidimensionaljointparameterestimationofpolarizationsensitivearrays
AT wangxianpeng fastmethodformultidimensionaljointparameterestimationofpolarizationsensitivearrays