[PDF][PDF] Machine Learning-Assisted Sensing Techniques for Integrated Communications and Sensing in WLANs: Current Status and Future Directions.

S Shao, M Fan, C Yu, Y Li, X Xu, H Wang - Progress In Electromagnetics …, 2022 - jpier.org
Sensing is a key basis for building an intelligent environment. Using channel state
information (CSI) from the IEEE 802.11 physical layer in the wireless local access networks …

WiFi CSI-based device-free sensing: from Fresnel zone model to CSI-ratio model

D Wu, Y Zeng, F Zhang, D Zhang - CCF Transactions on Pervasive …, 2022 - Springer
Over the past decade, WiFi CSI-based device-free sensing technology has shown great
potential in smart homes, assisted living, and many other applications. While model-based …

EfficientFi: Toward large-scale lightweight WiFi sensing via CSI compression

J Yang, X Chen, H Zou, D Wang… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
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 …

Mobi2Sense: empowering wireless sensing with mobility

F Zhang, J Xiong, Z Chang, J Ma, D Zhang - Proceedings of the 28th …, 2022 - dl.acm.org
Besides the conventional communication function, wireless signals are actively exploited for
sensing purposes recently. However, a missing component of existing wireless sensing is …

A unified framework for guiding generative ai with wireless perception in resource constrained mobile edge networks

J Wang, H Du, D Niyato, J Kang, Z Xiong… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
With the significant advancements in artificial intelligence (AI) technologies and
computational capabilities, generative AI (GAI) has become a pivotal digital content …

Embracing consumer-level UWB-equipped devices for fine-grained wireless sensing

F Zhang, Z Chang, J Xiong, J Ma, J Ni… - Proceedings of the …, 2023 - dl.acm.org
RF sensing has been actively exploited in the past few years to enable novel IoT
applications. Among different wireless technologies, WiFi-based sensing is most popular …

Quantum wireless sensing: Principle, design and implementation

F Zhang, B Jin, Z Lan, Z Chang, D Zhang… - Proceedings of the 29th …, 2023 - dl.acm.org
Recent years have witnessed a tremendous amount of interest in wireless sensing, ie,
instead of employing traditional sensors, wireless signal is utilized for sensing purposes …

Secure user authentication leveraging keystroke dynamics via wi-fi sensing

Y Gu, Y Wang, M Wang, Z Pan, Z Hu… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
User authentication plays a critical role in access control of a man-machine system, where
the knowledge factor, such as a personal identification number, constitutes the most widely …

Buried RF Sensors for Smart Road Infrastructure: Empirical Communication Range Testing, Propagation by Line of Sight, Diffraction and Reflection Model and …

V Marsic, S Faramehr, J Fleming, P Ball, S Ou, P Igic - Sensors, 2023 - mdpi.com
Updating the road infrastructure requires the potential mass adoption of the road studs
currently used in car detection, speed monitoring, and path marking. Road studs commonly …

MeshID: Few-Shot Finger Gesture Based User Identification Using Orthogonal Signal Interference

W Zheng, Y Zhang, L Jiang, D Zhang, T Gu - Sensors, 2024 - mdpi.com
Radio frequency (RF) technology has been applied to enable advanced behavioral sensing
in human-computer interaction. Due to its device-free sensing capability and wide …