Hard Decision-Based Cooperative Localization for Wireless Sensor Networks

Reliable and accurate localization of objects is essential for many applications in wireless networks. Especially for large-scale wireless sensor networks (WSNs), both low cost and high accuracy are targets of the localization technology. However, some range-free methods cannot be combined with a co...

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Main Authors: Zhaoyang Wang, Xuebo Jin, Xiaoyi Wang, Jiping Xu, Yuting Bai
Format: Article
Language:English
Published: MDPI AG 2019-10-01
Series:Sensors
Subjects:
wsn
Online Access:https://www.mdpi.com/1424-8220/19/21/4665
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spelling doaj-a4a8b217d0c147998b0c596808e24c532020-11-25T01:41:44ZengMDPI AGSensors1424-82202019-10-011921466510.3390/s19214665s19214665Hard Decision-Based Cooperative Localization for Wireless Sensor NetworksZhaoyang Wang0Xuebo Jin1Xiaoyi Wang2Jiping Xu3Yuting Bai4School of Computer and Information Engineering, Beijing Technology and Business University, Beijing 100048, ChinaSchool of Computer and Information Engineering, Beijing Technology and Business University, Beijing 100048, ChinaSchool of Computer and Information Engineering, Beijing Technology and Business University, Beijing 100048, ChinaSchool of Computer and Information Engineering, Beijing Technology and Business University, Beijing 100048, ChinaSchool of Computer and Information Engineering, Beijing Technology and Business University, Beijing 100048, ChinaReliable and accurate localization of objects is essential for many applications in wireless networks. Especially for large-scale wireless sensor networks (WSNs), both low cost and high accuracy are targets of the localization technology. However, some range-free methods cannot be combined with a cooperative method, because these range-free methods are characterized by low accuracy of distance estimation. To solve this problem, we propose a hard decision-based cooperative localization method. For distance estimation, an exponential distance calibration formula is derived to estimate distance. In the cooperative phase, the cooperative method is optimized by outlier constraints from neighboring anchors. Simulations are conducted to verify the effectiveness of the proposed method. The results show that localization accuracy is improved in different scenarios, while high node density or anchor density contributes to the localization. For large-scale WSNs, the hard decision-based cooperative localization is proved to be effective.https://www.mdpi.com/1424-8220/19/21/4665hard decisionwsncooperative localizationdistance calibrationoutlier constraints
collection DOAJ
language English
format Article
sources DOAJ
author Zhaoyang Wang
Xuebo Jin
Xiaoyi Wang
Jiping Xu
Yuting Bai
spellingShingle Zhaoyang Wang
Xuebo Jin
Xiaoyi Wang
Jiping Xu
Yuting Bai
Hard Decision-Based Cooperative Localization for Wireless Sensor Networks
Sensors
hard decision
wsn
cooperative localization
distance calibration
outlier constraints
author_facet Zhaoyang Wang
Xuebo Jin
Xiaoyi Wang
Jiping Xu
Yuting Bai
author_sort Zhaoyang Wang
title Hard Decision-Based Cooperative Localization for Wireless Sensor Networks
title_short Hard Decision-Based Cooperative Localization for Wireless Sensor Networks
title_full Hard Decision-Based Cooperative Localization for Wireless Sensor Networks
title_fullStr Hard Decision-Based Cooperative Localization for Wireless Sensor Networks
title_full_unstemmed Hard Decision-Based Cooperative Localization for Wireless Sensor Networks
title_sort hard decision-based cooperative localization for wireless sensor networks
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2019-10-01
description Reliable and accurate localization of objects is essential for many applications in wireless networks. Especially for large-scale wireless sensor networks (WSNs), both low cost and high accuracy are targets of the localization technology. However, some range-free methods cannot be combined with a cooperative method, because these range-free methods are characterized by low accuracy of distance estimation. To solve this problem, we propose a hard decision-based cooperative localization method. For distance estimation, an exponential distance calibration formula is derived to estimate distance. In the cooperative phase, the cooperative method is optimized by outlier constraints from neighboring anchors. Simulations are conducted to verify the effectiveness of the proposed method. The results show that localization accuracy is improved in different scenarios, while high node density or anchor density contributes to the localization. For large-scale WSNs, the hard decision-based cooperative localization is proved to be effective.
topic hard decision
wsn
cooperative localization
distance calibration
outlier constraints
url https://www.mdpi.com/1424-8220/19/21/4665
work_keys_str_mv AT zhaoyangwang harddecisionbasedcooperativelocalizationforwirelesssensornetworks
AT xuebojin harddecisionbasedcooperativelocalizationforwirelesssensornetworks
AT xiaoyiwang harddecisionbasedcooperativelocalizationforwirelesssensornetworks
AT jipingxu harddecisionbasedcooperativelocalizationforwirelesssensornetworks
AT yutingbai harddecisionbasedcooperativelocalizationforwirelesssensornetworks
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