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Efficient Localization Method Based on RSSI for AP Clusters

The localization accuracy is susceptible to the received signal strength indication (RSSI) fluctuations for RSSI-based wireless localization methods. Moreover, the maximum likelihood estimation (MLE) of the target location is nonconvex, and locating target presents a significant computational comple...

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Detalles Bibliográficos
Autores principales: Su, Zhigang, Tian, Zeyu, Hao, Jingtang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10490702/
https://www.ncbi.nlm.nih.gov/pubmed/37688056
http://dx.doi.org/10.3390/s23177599
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author Su, Zhigang
Tian, Zeyu
Hao, Jingtang
author_facet Su, Zhigang
Tian, Zeyu
Hao, Jingtang
author_sort Su, Zhigang
collection PubMed
description The localization accuracy is susceptible to the received signal strength indication (RSSI) fluctuations for RSSI-based wireless localization methods. Moreover, the maximum likelihood estimation (MLE) of the target location is nonconvex, and locating target presents a significant computational complexity. In this paper, an RSSI-based access point cluster localization (APCL) method is proposed for locating a moving target. Multiple location-constrained access points (APs) are used in the APCL method to form an AP cluster as an anchor node (AN) in the wireless sensor network (WSN), and the RSSI of the target is estimated with several RSSI samples obtained by the AN. With the estimated RSSI for each AN, the solution for the target location can be obtained quickly and accurately due to the fact that the MLE localization problem is transformed into an eigenvalue problem by constructing an eigenvalue equation. Simulation and experimental results show that the APCL method can meet the requirement of high-precision real-time localization of moving targets in WSN with higher localization accuracy and lower computational effort compared to the existing classical RSSI-based localization methods.
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spelling pubmed-104907022023-09-09 Efficient Localization Method Based on RSSI for AP Clusters Su, Zhigang Tian, Zeyu Hao, Jingtang Sensors (Basel) Article The localization accuracy is susceptible to the received signal strength indication (RSSI) fluctuations for RSSI-based wireless localization methods. Moreover, the maximum likelihood estimation (MLE) of the target location is nonconvex, and locating target presents a significant computational complexity. In this paper, an RSSI-based access point cluster localization (APCL) method is proposed for locating a moving target. Multiple location-constrained access points (APs) are used in the APCL method to form an AP cluster as an anchor node (AN) in the wireless sensor network (WSN), and the RSSI of the target is estimated with several RSSI samples obtained by the AN. With the estimated RSSI for each AN, the solution for the target location can be obtained quickly and accurately due to the fact that the MLE localization problem is transformed into an eigenvalue problem by constructing an eigenvalue equation. Simulation and experimental results show that the APCL method can meet the requirement of high-precision real-time localization of moving targets in WSN with higher localization accuracy and lower computational effort compared to the existing classical RSSI-based localization methods. MDPI 2023-09-01 /pmc/articles/PMC10490702/ /pubmed/37688056 http://dx.doi.org/10.3390/s23177599 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
Su, Zhigang
Tian, Zeyu
Hao, Jingtang
Efficient Localization Method Based on RSSI for AP Clusters
title Efficient Localization Method Based on RSSI for AP Clusters
title_full Efficient Localization Method Based on RSSI for AP Clusters
title_fullStr Efficient Localization Method Based on RSSI for AP Clusters
title_full_unstemmed Efficient Localization Method Based on RSSI for AP Clusters
title_short Efficient Localization Method Based on RSSI for AP Clusters
title_sort efficient localization method based on rssi for ap clusters
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10490702/
https://www.ncbi.nlm.nih.gov/pubmed/37688056
http://dx.doi.org/10.3390/s23177599
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