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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...
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/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. |
format | Online Article Text |
id | pubmed-10490702 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT suzhigang efficientlocalizationmethodbasedonrssiforapclusters AT tianzeyu efficientlocalizationmethodbasedonrssiforapclusters AT haojingtang efficientlocalizationmethodbasedonrssiforapclusters |