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 …

Sensing and machine learning for automotive perception: A review

A Pandharipande, CH Cheng, J Dauwels… - IEEE Sensors …, 2023 - ieeexplore.ieee.org
Automotive perception involves understanding the external driving environment and the
internal state of the vehicle cabin and occupants using sensor data. It is critical to achieving …

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 …

A survey on human behavior recognition using channel state information

Z Wang, K Jiang, Y Hou, W Dou, C Zhang… - Ieee …, 2019 - ieeexplore.ieee.org
Recently, device-free human behavior recognition has become a hot research topic and has
achieved significant progress in the field of ubiquitous computing. Among various …

Location-and person-independent activity recognition with WiFi, deep neural networks, and reinforcement learning

Y Ma, S Arshad, S Muniraju, E Torkildson… - ACM Transactions on …, 2021 - dl.acm.org
In recent years, Channel State Information (CSI) measured by WiFi is widely used for human
activity recognition. In this article, we propose a deep learning design for location-and …

Human activity sensing with wireless signals: A survey

J Liu, G Teng, F Hong - Sensors, 2020 - mdpi.com
Wireless networks have been widely deployed with a high demand for wireless data traffic.
The ubiquitous availability of wireless signals brings new opportunities for non-intrusive …

DeepSeg: Deep-learning-based activity segmentation framework for activity recognition using WiFi

C Xiao, Y Lei, Y Ma, F Zhou… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
Due to its nonintrusive character, WiFi channel state information (CSI)-based activity
recognition has attracted tremendous attention in recent years. Since activity recognition …

A framework for human activity recognition based on WiFi CSI signal enhancement

J Yang, Y Liu, Z Liu, Y Wu, T Li… - International Journal of …, 2021 - Wiley Online Library
With the advancement of wireless technologies and sensing methodologies, many studies
have shown that wireless signals can sense human behaviors. Human activity recognition …

WiCAR: WiFi-based in-car activity recognition with multi-adversarial domain adaptation

F Wang, J Liu, W Gong - Proceedings of the International Symposium on …, 2019 - dl.acm.org
In-car human activity recognition is playing a critical role in detecting distracted driving and
improving human-car interaction. Among multiple sensing technologies, WiFi-based in-car …

A multistudy investigation of drivers and passengers' gesture and voice input preferences for in-vehicle interactions

LB Bilius, RD Vatavu - Journal of Intelligent Transportation …, 2020 - Taylor & Francis
We conduct an examination of the preferences of drivers and passengers alike for in-vehicle
interactions with a multistudy approach consisting of (1) a targeted literature survey of …