Wifi sensing on the edge: Signal processing techniques and challenges for real-world systems

SM Hernandez, E Bulut - IEEE Communications Surveys & …, 2022 - ieeexplore.ieee.org
In this work, we evaluate the feasibility of deploying ubiquitous WiFi sensing systems at the
edge and consider the applicability of existing techniques on constrained edge devices and …

WiFi sensing with channel state information: A survey

Y Ma, G Zhou, S Wang - ACM Computing Surveys (CSUR), 2019 - dl.acm.org
With the high demand for wireless data traffic, WiFi networks have experienced very rapid
growth, because they provide high throughput and are easy to deploy. Recently, Channel …

CrossSense: Towards cross-site and large-scale WiFi sensing

J Zhang, Z Tang, M Li, D Fang, P Nurmi… - Proceedings of the 24th …, 2018 - dl.acm.org
We present CrossSense, a novel system for scaling up WiFi sensing to new environments
and larger problems. To reduce the cost of sensing model training data collection …

Cross-domain wifi sensing with channel state information: A survey

C Chen, G Zhou, Y Lin - ACM Computing Surveys, 2023 - dl.acm.org
The past years have witnessed the rapid conceptualization and development of wireless
sensing based on Channel State Information (CSI) with commodity WiFi devices. Recent …

WiFederated: Scalable WiFi sensing using edge-based federated learning

SM Hernandez, E Bulut - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
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 …

Sencom: Integrated sensing and communication with practical wifi

Y He, J Liu, M Li, G Yu, J Han, K Ren - Proceedings of the 29th Annual …, 2023 - dl.acm.org
Given the fact that WiFi-based sensing can be realized by reusing WiFi communication
facilities and communication frequency bands, integrated sensing and communication …

Commodity WiFi sensing in ten years: Status, challenges, and opportunities

S Tan, Y Ren, J Yang, Y Chen - IEEE Internet of Things Journal, 2022 - ieeexplore.ieee.org
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 …

SenseFi: A library and benchmark on deep-learning-empowered WiFi human sensing

J Yang, X Chen, H Zou, CX Lu, D Wang, S Sun, L Xie - Patterns, 2023 - cell.com
Over the recent years, WiFi sensing has been rapidly developed for privacy-preserving,
ubiquitous human-sensing applications, enabled by signal processing and deep-learning …

Exploring multiple antennas for long-range WiFi sensing

Y Zeng, J Liu, J Xiong, Z Liu, D Wu… - Proceedings of the ACM on …, 2021 - dl.acm.org
Despite extensive research effort on contactless WiFi sensing over the past few years, there
are still significant barriers hindering its wide application. One key issue is the limited …

Enabling ubiquitous wifi sensing with beamforming reports

C Wu, X Huang, J Huang, G Xing - Proceedings of the ACM SIGCOMM …, 2023 - dl.acm.org
Wi-Fi sensing systems leverage wireless signals from widely deployed Wi-Fi devices to
realize sensing for a broad range of applications. However, current Wi-Fi sensing systems …