WiFederated: Scalable WiFi Sensing Using Edge-Based Federated Learning
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DOI: 10.1109/jiot.2021.3137793
Abstract: WiFi sensing using channel state information (CSI) offers a device-free and nonintrusive method for human activity monitoring. However, the data-hungry and location-specific training process hinders its scalable deployment at large sizes. In this work, we… read more here.
Keywords: federated learning; scalable wifi; sensing using; wifi sensing ... See more keywords
EfficientFi: Toward Large-Scale Lightweight WiFi Sensing via CSI Compression
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DOI: 10.1109/jiot.2021.3139958
Abstract: WiFi technology has been applied to various places due to the increasing requirement of high-speed Internet access. Recently, besides network services, WiFi sensing is appealing in smart homes since it is device free, cost effective… read more here.
Keywords: toward large; wifi sensing; large scale; efficientfi toward ... See more keywords
Commodity WiFi Sensing in Ten Years: Status, Challenges, and Opportunities
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DOI: 10.1109/jiot.2022.3164569
Abstract: The prevalence of WiFi devices and ubiquitous coverage of WiFi networks provide us the opportunity to extend WiFi capabilities beyond communication, particularly in sensing the physical environment. In this article, we survey the evolution of… read more here.
Keywords: commodity wifi; sensing systems; sensing ten; wifi ... See more keywords