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Accurate Indoor localization with Channel State Information

Published: 01 November 2015 Publication History

Abstract

Device-free localization(DFL) is an emerging technology to detect whether there exists any target(s) in the area of interests without carrying any device to them. It is an essential primitive for a large-scale range of application including intrusion localization of warehouse, elder care at home, and action about hostage rescue, etc. Most DFL relying on received signal strength (RSS) have proposed to be able to provide acceptable accuracy and distance error. Although RSS can be easily measured with commercial equipments, it is suspectable to measurement itself due to multipath effect in indoor environment. In this paper, we present the Ailot approach to overcome the preceding RSS-based limitation. Ailot explores properties of Channel State Information(CSI) from PHY layer and uses the novel feature extracted from CSI to leverages frequency and spatial diversity. The target localization of Ailot approach is conducted with maximum likelihood method. We implement Ailot approach with commercial IEEE 802.11n NICs and evaluate its performance in a real-world indoor environment. Experimental results show that Ailot can achieve high localization accuracy and distance error. Moreover, comparing to RSS-based scheme, our CSI-based approach enables better localization performance in accuracy and distance error.

References

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H. Ma, X. Zhang, and A. Ming. A coverage-enhancing method for 3d directional sensor networks. In Proc.of IEEE INFOCOM, 2015.
[2]
M.Youssef and A.Agrawal. The Horus wlan location determination system. In Proc.Mobile Systems, 2005.
[3]
Y. Wen, X. Tian, X. Wang, and S. Lu. Fundamental limits of rss fingerprinting based indoor localization. In Proc.of IEEE INFOCOM, 2015.
[4]
Z. Zimu, Y. Zheng, W. Chenshu, S. Longfei, and L. Yunhao. Omni-directional coverage for device-free passive human detection. IEEE Transactions On Parallel and Distributed Systems, 25:1819--1829, 2014.

Cited By

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  • (2022)A Hybrid Indoor Positioning Model for Critical Situations Based on Localization TechnologiesMobile Information Systems10.1155/2022/80333802022(1-15)Online publication date: 13-Apr-2022
  • (2022)Wi-ATCN: Attentional Temporal Convolutional Network for Human Action Prediction Using WiFi Channel State InformationIEEE Journal of Selected Topics in Signal Processing10.1109/JSTSP.2022.316385816:4(804-816)Online publication date: Jun-2022
  • (2019)Using phase shift fingerprints and inertial measurements in support of precise localization in urban areasPersonal and Ubiquitous Computing10.1007/s00779-019-01227-yOnline publication date: 3-May-2019
  • Show More Cited By

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Published In

cover image ACM Conferences
ENSsys '15: Proceedings of the 3rd International Workshop on Energy Harvesting & Energy Neutral Sensing Systems
November 2015
46 pages
ISBN:9781450338370
DOI:10.1145/2820645
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 01 November 2015

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Author Tags

  1. CSI
  2. RSS
  3. device-free localization
  4. maximum likelihood method

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  • Poster

Funding Sources

  • National major scientific instrument and equipment development project
  • Project National Key Technology R&D Program
  • Project NSFC

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Overall Acceptance Rate 21 of 29 submissions, 72%

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Cited By

View all
  • (2022)A Hybrid Indoor Positioning Model for Critical Situations Based on Localization TechnologiesMobile Information Systems10.1155/2022/80333802022(1-15)Online publication date: 13-Apr-2022
  • (2022)Wi-ATCN: Attentional Temporal Convolutional Network for Human Action Prediction Using WiFi Channel State InformationIEEE Journal of Selected Topics in Signal Processing10.1109/JSTSP.2022.316385816:4(804-816)Online publication date: Jun-2022
  • (2019)Using phase shift fingerprints and inertial measurements in support of precise localization in urban areasPersonal and Ubiquitous Computing10.1007/s00779-019-01227-yOnline publication date: 3-May-2019
  • (2017)A novel fingerprinting using channel state information with MIMO---OFDMCluster Computing10.1007/s10586-017-1072-420:4(3299-3312)Online publication date: 1-Dec-2017

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