Institute of Computing Technology, Chinese Academy IR
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 |
ISSN | 2327-4662 |
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 |
DOI | 10.1109/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 | |
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 |
推荐引用方式 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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