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Omnidirectional Coverage for Device-Free Passive Human Detection

Published: 01 July 2014 Publication History

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.

Cited By

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  • (2023)WiFiLeaks: Exposing Stationary Human Presence Through a Wall With Commodity Mobile DevicesIEEE Transactions on Mobile Computing10.1109/TMC.2023.332834923:6(6997-7011)Online publication date: 30-Oct-2023
  • (2021)No Need of Data Pre-processingACM Transactions on Internet of Things10.1145/34679802:4(1-26)Online publication date: 16-Aug-2021
  • (2021)Wi-Fi based non-invasive detection of indoor wandering using LSTM modelFrontiers of Computer Science: Selected Publications from Chinese Universities10.1007/s11704-020-0270-z15:6Online publication date: 3-Aug-2021
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cover image IEEE Transactions on Parallel and Distributed Systems
IEEE Transactions on Parallel and Distributed Systems  Volume 25, Issue 7
July 2014
276 pages

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IEEE Press

Publication History

Published: 01 July 2014

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Cited By

View all
  • (2023)WiFiLeaks: Exposing Stationary Human Presence Through a Wall With Commodity Mobile DevicesIEEE Transactions on Mobile Computing10.1109/TMC.2023.332834923:6(6997-7011)Online publication date: 30-Oct-2023
  • (2021)No Need of Data Pre-processingACM Transactions on Internet of Things10.1145/34679802:4(1-26)Online publication date: 16-Aug-2021
  • (2021)Wi-Fi based non-invasive detection of indoor wandering using LSTM modelFrontiers of Computer Science: Selected Publications from Chinese Universities10.1007/s11704-020-0270-z15:6Online publication date: 3-Aug-2021
  • (2020)Towards 3D human pose construction using wifiProceedings of the 26th Annual International Conference on Mobile Computing and Networking10.1145/3372224.3380900(1-14)Online publication date: 16-Apr-2020
  • (2019)WiDetectProceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies10.1145/33512803:3(1-24)Online publication date: 9-Sep-2019
  • (2019)From Real to ComplexACM Transactions on Sensor Networks10.1145/333802615:3(1-32)Online publication date: 9-Aug-2019
  • (2019)WiSafeProceedings of the ACM Turing Celebration Conference - China10.1145/3321408.3321587(1-5)Online publication date: 17-May-2019
  • (2019)RSWIProceedings of the ACM Turing Celebration Conference - China10.1145/3321408.3321417(1-4)Online publication date: 17-May-2019
  • (2019)WiFi Sensing with Channel State InformationACM Computing Surveys10.1145/331019452:3(1-36)Online publication date: 18-Jun-2019
  • (2019)Precise Power Delay Profiling with Commodity Wi-FiIEEE Transactions on Mobile Computing10.1109/TMC.2018.286099118:6(1342-1355)Online publication date: 1-Jun-2019
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