Reliable Wi-Fi Indoor Localization in Case of AP Loss by Using Integrated Model Based on Signal Anomaly Detector and Signal Distance Corrector

When developing a Wi-Fi indoor positioning system in a real-world environment, the problems we have to face are that some access points’ signal strength fluctuates extensively or even loses contact due to the cybersecurity threats, leading to the fact that the indoor location system cannot get relia...

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Main Authors: Zheng Yao, Huaiyu Wu, Yang Chen, Zhihuan Chen, Xiujuan Zheng
Format: Article
Language:English
Published: Hindawi Limited 2021-01-01
Series:Discrete Dynamics in Nature and Society
Online Access:http://dx.doi.org/10.1155/2021/5579931
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spelling doaj-698e3c274a0c422bb673ef83e7ac56eb2021-07-26T00:34:16ZengHindawi LimitedDiscrete Dynamics in Nature and Society1607-887X2021-01-01202110.1155/2021/5579931Reliable Wi-Fi Indoor Localization in Case of AP Loss by Using Integrated Model Based on Signal Anomaly Detector and Signal Distance CorrectorZheng Yao0Huaiyu Wu1Yang Chen2Zhihuan Chen3Xiujuan Zheng4Engineering Research Center for Metallurgical Automation and Measurement Technology of Ministry of EducationEngineering Research Center for Metallurgical Automation and Measurement Technology of Ministry of EducationEngineering Research Center for Metallurgical Automation and Measurement Technology of Ministry of EducationEngineering Research Center for Metallurgical Automation and Measurement Technology of Ministry of EducationEngineering Research Center for Metallurgical Automation and Measurement Technology of Ministry of EducationWhen developing a Wi-Fi indoor positioning system in a real-world environment, the problems we have to face are that some access points’ signal strength fluctuates extensively or even loses contact due to the cybersecurity threats, leading to the fact that the indoor location system cannot get reliable application in a real-world environment. To solve this problem, we propose a new integrated model based on signal anomaly detector and signal distance corrector to provide reliable position estimation when the access points’ signal is lost under cybersecurity threats. The signal anomaly detector improves recognition capability of the uncertain signal and noise, while the signal distance corrector improves the robustness and fault tolerance of the highly variable Wi-Fi signals. To fully reflect the performance of the proposed method, experiments have been carried out in the real environment of indoor parking lots. The results show that the proposed integrated model successfully provides reliable position estimation when the access points are lost under cybersecurity threats.http://dx.doi.org/10.1155/2021/5579931
collection DOAJ
language English
format Article
sources DOAJ
author Zheng Yao
Huaiyu Wu
Yang Chen
Zhihuan Chen
Xiujuan Zheng
spellingShingle Zheng Yao
Huaiyu Wu
Yang Chen
Zhihuan Chen
Xiujuan Zheng
Reliable Wi-Fi Indoor Localization in Case of AP Loss by Using Integrated Model Based on Signal Anomaly Detector and Signal Distance Corrector
Discrete Dynamics in Nature and Society
author_facet Zheng Yao
Huaiyu Wu
Yang Chen
Zhihuan Chen
Xiujuan Zheng
author_sort Zheng Yao
title Reliable Wi-Fi Indoor Localization in Case of AP Loss by Using Integrated Model Based on Signal Anomaly Detector and Signal Distance Corrector
title_short Reliable Wi-Fi Indoor Localization in Case of AP Loss by Using Integrated Model Based on Signal Anomaly Detector and Signal Distance Corrector
title_full Reliable Wi-Fi Indoor Localization in Case of AP Loss by Using Integrated Model Based on Signal Anomaly Detector and Signal Distance Corrector
title_fullStr Reliable Wi-Fi Indoor Localization in Case of AP Loss by Using Integrated Model Based on Signal Anomaly Detector and Signal Distance Corrector
title_full_unstemmed Reliable Wi-Fi Indoor Localization in Case of AP Loss by Using Integrated Model Based on Signal Anomaly Detector and Signal Distance Corrector
title_sort reliable wi-fi indoor localization in case of ap loss by using integrated model based on signal anomaly detector and signal distance corrector
publisher Hindawi Limited
series Discrete Dynamics in Nature and Society
issn 1607-887X
publishDate 2021-01-01
description When developing a Wi-Fi indoor positioning system in a real-world environment, the problems we have to face are that some access points’ signal strength fluctuates extensively or even loses contact due to the cybersecurity threats, leading to the fact that the indoor location system cannot get reliable application in a real-world environment. To solve this problem, we propose a new integrated model based on signal anomaly detector and signal distance corrector to provide reliable position estimation when the access points’ signal is lost under cybersecurity threats. The signal anomaly detector improves recognition capability of the uncertain signal and noise, while the signal distance corrector improves the robustness and fault tolerance of the highly variable Wi-Fi signals. To fully reflect the performance of the proposed method, experiments have been carried out in the real environment of indoor parking lots. The results show that the proposed integrated model successfully provides reliable position estimation when the access points are lost under cybersecurity threats.
url http://dx.doi.org/10.1155/2021/5579931
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AT huaiyuwu reliablewifiindoorlocalizationincaseofaplossbyusingintegratedmodelbasedonsignalanomalydetectorandsignaldistancecorrector
AT yangchen reliablewifiindoorlocalizationincaseofaplossbyusingintegratedmodelbasedonsignalanomalydetectorandsignaldistancecorrector
AT zhihuanchen reliablewifiindoorlocalizationincaseofaplossbyusingintegratedmodelbasedonsignalanomalydetectorandsignaldistancecorrector
AT xiujuanzheng reliablewifiindoorlocalizationincaseofaplossbyusingintegratedmodelbasedonsignalanomalydetectorandsignaldistancecorrector
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