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Low-Complexity Joint Angle of Arrival and Time of Arrival Estimation of Multipath Signal in UWB System
In an ultra-wideband (UWB) system, the two-dimensional (2D) multiple signal classification (MUSIC) algorithms based on high-precision 2D spectral peak search can jointly estimate the time of arrival (TOA) and angle of arrival (AOA). However, the computational complexity of 2D-MUSIC is very high, and...
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/PMC10385602/ https://www.ncbi.nlm.nih.gov/pubmed/37514657 http://dx.doi.org/10.3390/s23146363 |
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author | Deng, Weiming Li, Jianfeng Tang, Yawei Zhang, Xiaofei |
author_facet | Deng, Weiming Li, Jianfeng Tang, Yawei Zhang, Xiaofei |
author_sort | Deng, Weiming |
collection | PubMed |
description | In an ultra-wideband (UWB) system, the two-dimensional (2D) multiple signal classification (MUSIC) algorithms based on high-precision 2D spectral peak search can jointly estimate the time of arrival (TOA) and angle of arrival (AOA). However, the computational complexity of 2D-MUSIC is very high, and the corresponding data model is only based on the dual antennas. To solve these problems, a low-complexity algorithm for joint AOA and TOA estimation of the multipath ultra-wideband signal is proposed. Firstly, the dual antenna sensing data model is extended to the antenna array case. Then, based on the array-sensing data model, the proposed algorithm transforms the 2D spectral peak search of 2D-MUSIC into a secondary optimization problem to extract the estimation of AOA via only 1D search. Finally, the acquired AOA estimations are brought back, and the TOA estimations are also obtained through a 1D search. Moreover, in the case of an unknown transmitted signal waveform, the proposed method can still distinguish the main path signal based on the time difference of arrival of different paths, which shows wider applications. The simulation results show that the proposed algorithm outperforms the Root-MUSIC algorithm and the estimation of signal parameters using the rotational invariance techniques (ESPRIT) algorithm, and keeps the same estimation accuracy but with greatly reduced computational complexity compared to the 2D-MUSIC algorithm. |
format | Online Article Text |
id | pubmed-10385602 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-103856022023-07-30 Low-Complexity Joint Angle of Arrival and Time of Arrival Estimation of Multipath Signal in UWB System Deng, Weiming Li, Jianfeng Tang, Yawei Zhang, Xiaofei Sensors (Basel) Article In an ultra-wideband (UWB) system, the two-dimensional (2D) multiple signal classification (MUSIC) algorithms based on high-precision 2D spectral peak search can jointly estimate the time of arrival (TOA) and angle of arrival (AOA). However, the computational complexity of 2D-MUSIC is very high, and the corresponding data model is only based on the dual antennas. To solve these problems, a low-complexity algorithm for joint AOA and TOA estimation of the multipath ultra-wideband signal is proposed. Firstly, the dual antenna sensing data model is extended to the antenna array case. Then, based on the array-sensing data model, the proposed algorithm transforms the 2D spectral peak search of 2D-MUSIC into a secondary optimization problem to extract the estimation of AOA via only 1D search. Finally, the acquired AOA estimations are brought back, and the TOA estimations are also obtained through a 1D search. Moreover, in the case of an unknown transmitted signal waveform, the proposed method can still distinguish the main path signal based on the time difference of arrival of different paths, which shows wider applications. The simulation results show that the proposed algorithm outperforms the Root-MUSIC algorithm and the estimation of signal parameters using the rotational invariance techniques (ESPRIT) algorithm, and keeps the same estimation accuracy but with greatly reduced computational complexity compared to the 2D-MUSIC algorithm. MDPI 2023-07-13 /pmc/articles/PMC10385602/ /pubmed/37514657 http://dx.doi.org/10.3390/s23146363 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 Deng, Weiming Li, Jianfeng Tang, Yawei Zhang, Xiaofei Low-Complexity Joint Angle of Arrival and Time of Arrival Estimation of Multipath Signal in UWB System |
title | Low-Complexity Joint Angle of Arrival and Time of Arrival Estimation of Multipath Signal in UWB System |
title_full | Low-Complexity Joint Angle of Arrival and Time of Arrival Estimation of Multipath Signal in UWB System |
title_fullStr | Low-Complexity Joint Angle of Arrival and Time of Arrival Estimation of Multipath Signal in UWB System |
title_full_unstemmed | Low-Complexity Joint Angle of Arrival and Time of Arrival Estimation of Multipath Signal in UWB System |
title_short | Low-Complexity Joint Angle of Arrival and Time of Arrival Estimation of Multipath Signal in UWB System |
title_sort | low-complexity joint angle of arrival and time of arrival estimation of multipath signal in uwb system |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10385602/ https://www.ncbi.nlm.nih.gov/pubmed/37514657 http://dx.doi.org/10.3390/s23146363 |
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