Online Stream Sampling for Low-Memory On-Device Edge Training for WiFi Sensing

Author:

Hernandez Steven M.1,Bulut Eyuphan1

Affiliation:

1. Virginia Commonwealth University, Richmond, VA, USA

Funder

National Science Foundation Graduate Research Fellowship Program (NSF-GRFP)

Commonwealth Cyber Initiative (CCI)

Publisher

ACM

Reference19 articles.

1. REFERENCES [1] Maria Francesca Alati , Giancarlo Fortino , Juan Morales , Jose M Cecilia , and Pietro Manzoni . 2022 . Time series analysis for temperature forecasting using TinyML . In 2022 IEEE 19th Annual Consumer Communications & Networking Conference (CCNC). IEEE, 691--694 . REFERENCES [1] Maria Francesca Alati, Giancarlo Fortino, Juan Morales, Jose M Cecilia, and Pietro Manzoni. 2022. Time series analysis for temperature forecasting using TinyML. In 2022 IEEE 19th Annual Consumer Communications & Networking Conference (CCNC). IEEE, 691--694.

2. CARIN: Wireless CSI-based Driver Activity Recognition under the Interference of Passengers;Bai Yunhao;Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies,2020

3. Han Cai , Chuang Gan , Ligeng Zhu , and Song Han . 2020. TinyTL: Reduce Activations , Not Trainable Parameters for Efficient On-Device Learning. arXiv preprint arXiv:2007.11622 ( 2020 ). Han Cai, Chuang Gan, Ligeng Zhu, and Song Han. 2020. TinyTL: Reduce Activations, Not Trainable Parameters for Efficient On-Device Learning. arXiv preprint arXiv:2007.11622 (2020).

4. TinyML Meets IoT: A Comprehensive Survey

5. Emergency Semantic Feature Vector Extraction From WiFi Signals for In-Home Monitoring of Elderly

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1. Autonomous On-Device Protocols: Empowering Wireless with Self-Driven Capabilities;2024 IEEE Wireless Communications and Networking Conference (WCNC);2024-04-21

2. Wi-Alert: WiFi Sensing for Real-time Package Theft Alerts at Residential Doorsteps;Proceedings of the Twenty-fourth International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing;2023-10-16

3. WiFi Sensing with Single-Antenna Devices for Ambient Assisted Living;Proceedings of the 8th international Workshop on Sensor-Based Activity Recognition and Artificial Intelligence;2023-09-21

4. Batch Model Consolidation: A Multi-Task Model Consolidation Framework;2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR);2023-06

5. WiFi Sensing on the Edge: Signal Processing Techniques and Challenges for Real-World Systems;IEEE Communications Surveys & Tutorials;2023

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