Contactless WiFi sensing and monitoring for future healthcare-emerging trends, challenges, and opportunities

Y Ge, A Taha, SA Shah, K Dashtipour… - IEEE Reviews in …, 2022 - ieeexplore.ieee.org
WiFi sensing has received recent and significant interest from academia, industry,
healthcare professionals, and other caregivers (including family members) as a potential …

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 …

Augmenting user identification with WiFi based gesture recognition

M Shahzad, S Zhang - Proceedings of the ACM on Interactive, Mobile …, 2018 - dl.acm.org
Over the last few years, researchers have proposed several WiFi based gesture recognition
systems that can recognize predefined gestures performed by users at runtime. As most …

Resilient respiration rate monitoring with realtime bimodal CSI data

X Wang, C Yang, S Mao - IEEE Sensors Journal, 2020 - ieeexplore.ieee.org
Vital signs, such as respiration rate, can provide useful information for personal healthcare.
In this paper, we present ResBeat, a commodity 5 GHz WiFi based system to exploit bimodal …

WiMorse: A contactless morse code text input system using ambient WiFi signals

K Niu, F Zhang, Y Jiang, J Xiong, Q Lv… - IEEE Internet of …, 2019 - ieeexplore.ieee.org
Recent years have witnessed advances of Internet of Things (IoT) technologies and their
applications to enable contactless sensing and human-computer interaction in smart homes …

An end-to-end deep learning framework for recognizing human-to-human interactions using Wi-Fi signals

R Alazrai, M Hababeh, A Baha'A, MZ Ali… - IEEE access, 2020 - ieeexplore.ieee.org
Channel state information (CSI)-based human activity recognition plays an essential role in
various application domains, such as security, healthcare, and Internet of Things. Most …

[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 …

Boosting fine-grained activity sensing by embracing wireless multipath effects

K Niu, F Zhang, J Xiong, X Li, E Yi… - Proceedings of the 14th …, 2018 - dl.acm.org
With a big success in data communication, wireless signals are now exploited for fine-
grained contactless activity sensing including human respiration monitoring, finger gesture …

RFID based real-time recognition of ongoing gesture with adversarial learning

Y Yu, D Wang, R Zhao, Q Zhang - … of the 17th Conference on Embedded …, 2019 - dl.acm.org
At present, wireless sensing based gesture recognition is becoming a rising star due to its
convenience and non-invasiveness without privacy issues, while the strict requirement of the …

Sok: Keylogging side channels

JV Monaco - 2018 IEEE Symposium on Security and Privacy …, 2018 - ieeexplore.ieee.org
The first keylogging side channel attack was discovered over 50 years ago when Bell
Laboratory researchers noticed an electromagnetic spike emanating from a Bell 131-B2 …