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 …

Toward ambient intelligence: Federated edge learning with task-oriented sensing, computation, and communication integration

P Liu, G Zhu, S Wang, W Jiang, W Luo… - IEEE journal of …, 2022 - ieeexplore.ieee.org
With the breakthroughs in deep learning and contactless sensors, the recent years have
witnessed a rise of ambient intelligence applications and services, spanning from healthcare …

A cross-domain federated learning framework for wireless human sensing

K Zhang, X Liu, X Xie, J Zhang, B Niu, K Li - IEEE Network, 2022 - ieeexplore.ieee.org
In this article, we study the problem of wireless human sensing, which refers to human
activity recognition (HAR). HAR based on wireless signals plays an important role in …

Trustworthy and Scalable Federated Edge Learning for Future Integrated Positioning, Communication and Computing System: Attacks and Defenses

R Zhang, S Wu, C Jiang, N Gao, X Qiu… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
The emergence of Integrated Positioning, Communication, and Computing (IPC2)
technology has paved the way for advanced capabilities in physical-digital spatial …

WiFi Sensing with Single-Antenna Devices for Ambient Assisted Living

R Schumann, F Li, M Grzegorzek - … of the 8th international Workshop on …, 2023 - dl.acm.org
The absolute coverage WiFi networks is higher than it has ever been and WiFi sensing
offers a device-free, contactless alternative to intrusive wearable devices for a variety of …

: Towards Collaborative and Cross-Domain Wi-Fi Sensing: A Case Study for Human Activity Recognition

X Li, F Song, M Luo, K Li, L Chang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The quality of a learning-based Wi-Fi sensing system is bounded by the quantity and quality
of training data. However, obtaining sufficient and high-quality data across different domains …

Online stream sampling for low-memory on-device edge training for WiFi sensing

SM Hernandez, E Bulut - Proceedings of the 2022 ACM Workshop on …, 2022 - dl.acm.org
Deploying machine learning models on-board edge devices allows for low latency model
inference and data privacy by keeping sensor data local to the computation rather than at a …

Wi-PT: Wireless sensing based low-cost physical rehabilitation tracking

SM Hernandez, M Touhiduzzaman… - … Conference on E …, 2022 - ieeexplore.ieee.org
Physical therapy (PT) exercises are critically important for the rehabilitation of patients with
motor deficits. While rehabilitation exercises can be most effective when performed properly …

Scheduled Spatial Sensing against Adversarial WiFi Sensing

SM Hernandez, E Bulut - 2023 IEEE International Conference …, 2023 - ieeexplore.ieee.org
WiFi sensing aims to utilize the changes in the Channel State Information (CSI) of WiFi
signals due to the reflections from objects in the environment for sensing purposes. It uses …

SimpleViTFi: A lightweight vision transformer model for Wi-Fi-based person identification

J Bian, M Zheng, H Liu, J Mao, H Li… - IEICE Transactions on …, 2024 - search.ieice.org
Wi-Fi-based person identification (PI) tasks are performed by analyzing the fluctuating
characteristics of the Channel State Information (CSI) data to determine whether the …