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 …

Review of few-shot learning application in CSI human sensing

Z Wang, J Li, W Wang, Z Dong, Q Zhang… - Artificial Intelligence …, 2024 - Springer
Wi-Fi sensing has garnered increasing interest for its significant advantages, primarily
leveraging Wi-Fi signal fluctuations induced by human activities and advanced neural …

Pi-vimo: Physiology-inspired robust vital sign monitoring using mmwave radars

B Zhang, B Jiang, R Zheng, X Zhang, J Li… - ACM Transactions on …, 2023 - dl.acm.org
Continuous monitoring of human vital signs using non-contact mmWave radars is attractive
due to their ability to penetrate garments and operate under different lighting conditions …

[HTML][HTML] Channel phase processing in wireless networks for human activity recognition

G Diaz, I Sobron, I Eizmendi, I Landa, J Coyote… - Internet of Things, 2023 - Elsevier
The phase of the channel state information (CSI) is underutilized as a source of information
in wireless sensing due to its sensitivity to synchronization errors of the signal reception. A …

Respiratory biofeedback using acoustic sensing with smartphones

A Chara, T Zhao, X Wang, S Mao - Smart Health, 2023 - Elsevier
Respiratory monitoring is a long-term tracking activity, which can be used to detect breathing
abnormalities in patients with chronic diseases and also to manage psychological stress …

A Synthesized Model for Applying Stress Management and Biofeedback Interventions in Research Utilization: A Systematic Review and Meta-analysis

M Ruchiwit, S Vuthiarpa, K Ruchiwit… - … in Mental Health …, 2024 - pmc.ncbi.nlm.nih.gov
Background Stress management and biofeedback interventions have been shown to be
effective in improving mental and physical health outcomes. However, previous research …

A real-time respiration monitoring system using WiFi sensing based on the concentric circle model

W **e, L Gan, L Huang, C Shi, B Liu… - … Circuits and Systems, 2022 - ieeexplore.ieee.org
This paper proposes and experimentally validates a novel concentric circle (CC) model for
indoor WiFi sensing. By setting the transmitter and receiver together, the perception model …

Smart City Healthcare: Non-Contact Human Respiratory Monitoring With WiFi-CSI

Z Lei, B Rong, C Jiahao… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Respiratory monitoring is vital for health applications, prompting the development of
intelligent solutions for human well-being. This study focuses on WiFi-based methods for …

A method for recognizing individual dynamic thermal Adaptations using wireless signals

M Xu, Y Han, N Zhu, B Yang - Energy and Buildings, 2025 - Elsevier
Recognizing human behaviors offers an effective approach to reduce building energy
consumption while maintaining indoor thermal comfort. This study proposed Wi-PTAB, a …

Fine-grained respiration monitoring during overnight sleep using IR-UWB radar

S Li, Z Wang, F Zhang, B ** - International Conference on Mobile and …, 2021 - Springer
Recently, vital sign and sleep monitoring using wireless signals has made great progress.
However, overnight respiration monitoring remains a challenge due to human unconscious …