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Accurate Indoor Positioning Using Temporal-Spatial Constraints Based on Wi-Fi Fine Time Measurements
Shao, Wenhua1,2; Luo, Haiyong3,4; Zhao, Fang1; Tian, Hui2; Yan, Shuo1; Crivello, Antonino5
2020-11-01
发表期刊IEEE INTERNET OF THINGS JOURNAL
ISSN2327-4662
卷号7期号:11页码:11006-11019
摘要The IEEE 802.11mc-2016 protocol enables certified devices to obtain precise ranging information using time-of-flight-based techniques. The ranging error increases in indoor environments due to the multipath effect. Traditional methods utilize only the ranging measurements of the current location, thus limiting the abilities to reduce the influence of multipath problems. This article introduces a robust positioning method that leverages the constraints of multiple positioning nodes at different positions. We transfer a sequence of temporal ranging measurements into multiple virtual positioning clients (VPCs) in the spatial domain by considering their spatial constraints. Defining an objective function and the spatial constraints of the VPCs as Karush-Kuhn-Tucker conditions, we solve the positioning estimation with nonconvex optimization. We propose an iterative weight estimation method for the time of flight ranging and the VPC to optimize the positioning model. An extensive experimental campaign demonstrates that our proposal can remarkably improve the positioning accuracy in complex indoor environments.
关键词Distance measurement Wireless fidelity Estimation Fingerprint recognition Position measurement Antenna arrays MIMO communication Fine time measurements (FTMs) IEEE 80211mc-2016 indoor positioning Internet of Things Wi-Fi positioning
DOI10.1109/JIOT.2020.2992069
收录类别SCI
语种英语
资助项目National Key Research and Development Program[2018YFB0505200] ; National Key Research and Development Program[2016YFB0502000] ; Action Plan Project of the Beijing University of Posts and Telecommunications - Fundamental Research Funds for the Central Universities[2019XD-A06] ; Fundamental Research Funds for the Central Universities[2019PTB-011] ; National Natural Science Foundation of China[61872046] ; National Natural Science Foundation of China[61761038] ; Key Research and Development Project from Hebei Province[19210404D] ; Open Project of the Beijing Key Laboratory of Mobile Computing and Pervasive Device
WOS研究方向Computer Science ; Engineering ; Telecommunications
WOS类目Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications
WOS记录号WOS:000590754700022
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计
被引频次:34[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://119.78.100.204/handle/2XEOYT63/15955
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Shao, Wenhua
作者单位1.Beijing Univ Posts & Telecommun, Sch Software Engn, Beijing 100876, Peoples R China
2.Beijing Univ Posts & Telecommun, Sch Informat & Commun Engn, Beijing 100876, Peoples R China
3.Chinese Acad Sci, Inst Comp Technol, Beijing 100876, Peoples R China
4.Chinese Acad Sci, Beijing Key Lab Mobile Comp & Pervas Device, Beijing 100876, Peoples R China
5.CNR, Inst Informat Sci & Technol, I-56124 Pisa, Italy
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GB/T 7714
Shao, Wenhua,Luo, Haiyong,Zhao, Fang,et al. Accurate Indoor Positioning Using Temporal-Spatial Constraints Based on Wi-Fi Fine Time Measurements[J]. IEEE INTERNET OF THINGS JOURNAL,2020,7(11):11006-11019.
APA Shao, Wenhua,Luo, Haiyong,Zhao, Fang,Tian, Hui,Yan, Shuo,&Crivello, Antonino.(2020).Accurate Indoor Positioning Using Temporal-Spatial Constraints Based on Wi-Fi Fine Time Measurements.IEEE INTERNET OF THINGS JOURNAL,7(11),11006-11019.
MLA Shao, Wenhua,et al."Accurate Indoor Positioning Using Temporal-Spatial Constraints Based on Wi-Fi Fine Time Measurements".IEEE INTERNET OF THINGS JOURNAL 7.11(2020):11006-11019.
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