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 …

Occupancy detection and localization strategies for demand modulated appliance control in Internet of Things enabled home energy management system

A Natarajan, V Krishnasamy, M Singh - Renewable and Sustainable …, 2022 - Elsevier
Smart scheduling of domestic appliances based on user demand is an important aspect of
any home energy management system. Such a demand driven operation can be performed …

On-device deep learning for mobile and wearable sensing applications: A review

OD Incel, SÖ Bursa - IEEE Sensors Journal, 2023 - ieeexplore.ieee.org
Although running deep-learning (DL) algorithms is challenging due to resource constraints
on mobile and wearable devices, they provide performance improvements compared to …

Wi-cal: Wifi sensing and machine learning based device-free crowd counting and localization

H Choi, M Fujimoto, T Matsui, S Misaki… - IEEE Access, 2022 - ieeexplore.ieee.org
Wireless sensing represented by WiFi channel state information (CSI) is now enabling
various fields of applications such as person identification, human activity recognition …

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 …

[HTML][HTML] Circuits and devices for standalone large-scale integration (LSI) chips and Internet of Things (IoT) applications: A review

T Sugiura, K Yamamura, Y Watanabe, S Yamakiri… - Chip, 2023 - Elsevier
In recent years, Internet of Things (IoT) has become more and more important owing to the
rapid expansion of the number of computing devices and data sizes. The evolution of IoT …

Deep Learning Based Fall Detection using WiFi Channel State Information

Y Chu, K Cumanan, S Smith, O Dobre - IEEE Access, 2023 - ieeexplore.ieee.org
Falls have always been one of the major threats to the health and well-being of elderly
people, particularly for those living alone. Both wearable and non-wearable fall detection …

CSI-based human sensing using model-based approaches: a survey

Z Wang, Z Huang, C Zhang, W Dou… - Journal of …, 2021 - academic.oup.com
Currently, human sensing draws much attention in the field of ubiquitous computing, and
human sensing based on WiFi CSI (channel state information) becomes a hot research topic …

[HTML][HTML] 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 …

Long short-term indoor positioning system via evolving knowledge transfer

L Li, X Guo, Y Zhang, N Ansari… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Traditional fingerprint-based positioning approaches work well on static data; they cannot
handle scenarios where the data distribution, the feature space and even the signal source …