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A Suboptimal Optimizing Strategy for Velocity Vector Estimation in Single-Observer Passive Localization
In a single-observer passive localization system, the velocity and position of the target are estimated simultaneously. However, this can lead to correlated errors and distortion of the estimated value, making independent estimation of the speed and position necessary. In this study, we introduce a...
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/PMC10346755/ https://www.ncbi.nlm.nih.gov/pubmed/37447787 http://dx.doi.org/10.3390/s23135940 |
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author | Gu, Shuyi Luo, Zhenghua Chu, Yingjun Xu, Yanghui Guo, Junxiong |
author_facet | Gu, Shuyi Luo, Zhenghua Chu, Yingjun Xu, Yanghui Guo, Junxiong |
author_sort | Gu, Shuyi |
collection | PubMed |
description | In a single-observer passive localization system, the velocity and position of the target are estimated simultaneously. However, this can lead to correlated errors and distortion of the estimated value, making independent estimation of the speed and position necessary. In this study, we introduce a novel optimization strategy, suboptimal estimation, for independently estimating the velocity vector in single-observer passive localization. The suboptimal estimation strategy converts the estimation of the velocity vector into a search for the global optimal solution by dynamically weighting multiple optimization criteria from the starting point in the solution space. Simulation verification is conducted using uniform motion and constant acceleration models. The results demonstrate that the proposed method converges faster with higher accuracy and strong robustness. |
format | Online Article Text |
id | pubmed-10346755 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-103467552023-07-15 A Suboptimal Optimizing Strategy for Velocity Vector Estimation in Single-Observer Passive Localization Gu, Shuyi Luo, Zhenghua Chu, Yingjun Xu, Yanghui Guo, Junxiong Sensors (Basel) Article In a single-observer passive localization system, the velocity and position of the target are estimated simultaneously. However, this can lead to correlated errors and distortion of the estimated value, making independent estimation of the speed and position necessary. In this study, we introduce a novel optimization strategy, suboptimal estimation, for independently estimating the velocity vector in single-observer passive localization. The suboptimal estimation strategy converts the estimation of the velocity vector into a search for the global optimal solution by dynamically weighting multiple optimization criteria from the starting point in the solution space. Simulation verification is conducted using uniform motion and constant acceleration models. The results demonstrate that the proposed method converges faster with higher accuracy and strong robustness. MDPI 2023-06-26 /pmc/articles/PMC10346755/ /pubmed/37447787 http://dx.doi.org/10.3390/s23135940 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 Gu, Shuyi Luo, Zhenghua Chu, Yingjun Xu, Yanghui Guo, Junxiong A Suboptimal Optimizing Strategy for Velocity Vector Estimation in Single-Observer Passive Localization |
title | A Suboptimal Optimizing Strategy for Velocity Vector Estimation in Single-Observer Passive Localization |
title_full | A Suboptimal Optimizing Strategy for Velocity Vector Estimation in Single-Observer Passive Localization |
title_fullStr | A Suboptimal Optimizing Strategy for Velocity Vector Estimation in Single-Observer Passive Localization |
title_full_unstemmed | A Suboptimal Optimizing Strategy for Velocity Vector Estimation in Single-Observer Passive Localization |
title_short | A Suboptimal Optimizing Strategy for Velocity Vector Estimation in Single-Observer Passive Localization |
title_sort | suboptimal optimizing strategy for velocity vector estimation in single-observer passive localization |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10346755/ https://www.ncbi.nlm.nih.gov/pubmed/37447787 http://dx.doi.org/10.3390/s23135940 |
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