Omnidirectional coverage for device-free passive human detection
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Author(s)
Detail(s)
Original language | English |
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Article number | 6648318 |
Pages (from-to) | 1819-1829 |
Journal / Publication | IEEE Transactions on Parallel and Distributed Systems |
Volume | 25 |
Issue number | 7 |
Publication status | Published - Jul 2014 |
Externally published | Yes |
Link(s)
Abstract
Device-free Passive (DfP) human detection acts as a key enabler for emerging location-based services such as smart space, human-computer interaction, and asset security. A primary concern in devising scenario-tailored detecting systems is coverage of their monitoring units. While disk-like coverage facilitates topology control, simplifies deployment analysis, and is crucial for proximity-based applications, conventional monitoring units demonstrate directional coverage due to the underlying transmitter-receiver link architecture. To achieve omnidirectional coverage under such link-centric architecture, we propose the concept of omnidirectional passive human detection. The rationale is to exploit the rich multipath effect to blur the directional coverage. We harness PHY layer features to robustly capture the fine-grained multipath characteristics and virtually tune the shape of the coverage of the monitoring unit, which is previously prohibited with mere MAC layer RSSI. We design a fingerprinting scheme and a threshold-based scheme with off-the-shelf WiFi infrastructure and evaluate both schemes in typical clustered indoor scenarios. Experimental results demonstrate an average false positive of 8 percent and an average false negative of 7 percent for fingerprinting in detecting human presence in 4 directions. And both average false positive and false negative remain around 10 percent even with threshold-based methods. © 2013 IEEE.
Research Area(s)
- channel state information, Device-free, indoor localization, physical layer
Bibliographic 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].
Citation Format(s)
Omnidirectional coverage for device-free passive human detection. / Zhou, Zimu; Yang, Zheng; Wu, Chenshu et al.
In: IEEE Transactions on Parallel and Distributed Systems, Vol. 25, No. 7, 6648318, 07.2014, p. 1819-1829.
In: IEEE Transactions on Parallel and Distributed Systems, Vol. 25, No. 7, 6648318, 07.2014, p. 1819-1829.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review