Abstract
Wi-Fi sensing has gained significant interest thanks to its low cost and easy deployment. However, existing works in WiGig-based sensing highly rely on prior knowledge such as the location of transmitter and receiver or known relative positions. To address these limitations, the paper presents a prior-knowledge-free approach for multi-person localization and breath rate (BR) estimation using the IEEE 802.11ay standard. This approach accomplishes two key objectives: (1) utilizing the beamforming functionalities specified in IEEE 802.11ay to estimate the line-of-sight (LoS) path, aiding in target localization, and (2) employing the density-based spatial clustering of applications with noise (DBSCAN) algorithm to associate scatterers with their respective targets, enhancing the robustness of BR estimation. Simulation results demonstrate that the proposed method achieves centimeter-level localization and precise BR estimation, all without relying on prior knowledge. This holds true even in harsh scenarios where target locations are close together.
| Original language | English |
|---|---|
| Title of host publication | 2024 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2024 - Proceedings |
| Publisher | IEEE |
| Pages | 13321-13325 |
| Number of pages | 5 |
| ISBN (Electronic) | 9798350344851 |
| DOIs | |
| Publication status | Published - 18 Mar 2024 |
| Event | 2024 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2024: Signal Processing: The Foundation for True Intelligence - COEX, Seoul, Korea, Republic of Duration: 14 Apr 2024 → 19 Apr 2024 https://2024.ieeeicassp.org/ |
Publication series
| Name | ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings |
|---|---|
| ISSN (Print) | 1520-6149 |
Conference
| Conference | 2024 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2024 |
|---|---|
| Abbreviated title | ICASSP 2024 |
| Country/Territory | Korea, Republic of |
| City | Seoul |
| Period | 14/04/24 → 19/04/24 |
| Internet address |
Keywords
- 2026 OA procedure
- human respiration
- IEEE 802.11ay
- localization
- Wi-Fi sensing
- beam scanning
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