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On Multipath Link Characterization and Adaptation for Device-Free Human Detection

  • Zimu Zhou
  • , Zheng Yang
  • , Chenshu Wu
  • , Yunhao Liu
  • , Lionel M. Ni

Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

Abstract

Wireless-based device-free human sensing has raised increasing research interest and stimulated a range of novel location-based services and human-computer interaction applications for recreation, asset security and elderly care. A primary functionality of these applications is to first detect the presence of humans before extracting higher-level contexts such as physical coordinates, body gestures, or even daily activities. In the presence of dense multipath propagation, however, it is non-trivial to even reliably identify the presence of humans. The multipath effect can invalidate simplified propagation models and distort received signal signatures, thus deteriorating detection rates and shrinking detection range. In this paper, we characterize the impact of human presence on wireless signals via ray-bouncing models, and propose a measurable metric on commodity WiFi infrastructure as a proxy for detection sensitivity. To achieve higher detection rate and wider sensing coverage in multipath-dense indoor scenarios, we design a lightweight sub carrier and path configuration scheme harnessing frequency diversity and spatial diversity. We prototype our scheme with standard WiFi devices. Evaluations conducted in two typical office environments demonstrate a detection rate of 92.0% with a false positive of 4.5%, and almost 1x gain in detection range given a minimal detection rate of 90%. © 2015 IEEE.
Original languageEnglish
Title of host publicationProceedings - 2015 IEEE 35th International Conference on Distributed Computing Systems, ICDCS 2015
PublisherIEEE
Pages389-398
Volume2015-July
ISBN (Print)9781467372145
DOIs
Publication statusPublished - 22 Jul 2015
Externally publishedYes
Event35th IEEE International Conference on Distributed Computing Systems, ICDCS 2015 - Columbus, United States
Duration: 29 Jun 20152 Jul 2015

Publication series

NameProceedings - International Conference on Distributed Computing Systems
Volume2015-July

Conference

Conference35th IEEE International Conference on Distributed Computing Systems, ICDCS 2015
PlaceUnited States
CityColumbus
Period29/06/152/07/15

Bibliographical note

Publication details (e.g. title, author(s), publication statuses and dates) are captured on an “AS IS” and “AS AVAILABLE” basis at the time of record harvesting from the data source. Suggestions for further amendments or supplementary information can be sent to [email protected].

Funding

This research was supported in part by Hong Kong RGC Grant HKUST16207714.

RGC Funding Information

  • RGC-funded

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