A two-step sequential method for device-free localization using wireless sensor networks

The device-free localization that locates an uncooperative target by analyzing its shadowing effect on wireless links in low-cost wireless sensor networks has become an attractive technique. Due to its ability of realizing localization without the need of equipping the target with any wireless devic...

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Main Authors: Tingting Wang, Wendong Hua, Wei Ke
Format: Article
Language:English
Published: SAGE Publishing 2019-03-01
Series:International Journal of Distributed Sensor Networks
Online Access:https://doi.org/10.1177/1550147719832817
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spelling doaj-1b4be7a8f5694e81afc181b361552f0e2020-11-25T03:43:31ZengSAGE PublishingInternational Journal of Distributed Sensor Networks1550-14772019-03-011510.1177/1550147719832817A two-step sequential method for device-free localization using wireless sensor networksTingting Wang0Wendong Hua1Wei Ke2Jiangsu Key Laboratory of Meteorological Observation and Information Processing, Nanjing University of Information Science & Technology, Nanjing, ChinaJiangsu Key Laboratory of Meteorological Observation and Information Processing, Nanjing University of Information Science & Technology, Nanjing, ChinaJiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application, Nanjing, ChinaThe device-free localization that locates an uncooperative target by analyzing its shadowing effect on wireless links in low-cost wireless sensor networks has become an attractive technique. Due to its ability of realizing localization without the need of equipping the target with any wireless device, device-free localization has lots of potential applications ranging from emergency rescue to patient monitoring. However, since the change of the received signal strength on links easily becomes unpredictable due to all kinds of dynamical factors, device-free localization is still a challenging problem. In this article, we propose a novel two-step sequential device-free localization method to enhance device-free localization performance. The sequential device-free localization first utilizes the geometric-based method to quickly obtain the coarse positioning result with low storage and computational requirements, and then exploits the location information of selected wireless nodes to improve the accuracy of the geometric-based localization result based on the optimization-based method, which ensures its robust performance. Experimental results in indoor and outdoor scenarios demonstrate the effectiveness and robustness of the proposed scheme.https://doi.org/10.1177/1550147719832817
collection DOAJ
language English
format Article
sources DOAJ
author Tingting Wang
Wendong Hua
Wei Ke
spellingShingle Tingting Wang
Wendong Hua
Wei Ke
A two-step sequential method for device-free localization using wireless sensor networks
International Journal of Distributed Sensor Networks
author_facet Tingting Wang
Wendong Hua
Wei Ke
author_sort Tingting Wang
title A two-step sequential method for device-free localization using wireless sensor networks
title_short A two-step sequential method for device-free localization using wireless sensor networks
title_full A two-step sequential method for device-free localization using wireless sensor networks
title_fullStr A two-step sequential method for device-free localization using wireless sensor networks
title_full_unstemmed A two-step sequential method for device-free localization using wireless sensor networks
title_sort two-step sequential method for device-free localization using wireless sensor networks
publisher SAGE Publishing
series International Journal of Distributed Sensor Networks
issn 1550-1477
publishDate 2019-03-01
description The device-free localization that locates an uncooperative target by analyzing its shadowing effect on wireless links in low-cost wireless sensor networks has become an attractive technique. Due to its ability of realizing localization without the need of equipping the target with any wireless device, device-free localization has lots of potential applications ranging from emergency rescue to patient monitoring. However, since the change of the received signal strength on links easily becomes unpredictable due to all kinds of dynamical factors, device-free localization is still a challenging problem. In this article, we propose a novel two-step sequential device-free localization method to enhance device-free localization performance. The sequential device-free localization first utilizes the geometric-based method to quickly obtain the coarse positioning result with low storage and computational requirements, and then exploits the location information of selected wireless nodes to improve the accuracy of the geometric-based localization result based on the optimization-based method, which ensures its robust performance. Experimental results in indoor and outdoor scenarios demonstrate the effectiveness and robustness of the proposed scheme.
url https://doi.org/10.1177/1550147719832817
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