mmWave Frequency Modulated Continuous Wave Radar-based Human Action Recognition

被引：0
|
作者：
Bilici, Zehra [1 ]
Aytutuldu, Ilhan [1 ]
Genc, Yakup [1 ]
Akgul, Yusuf Sinan [1 ]
机构：
[1] Gebze Tekn Univ, Bilgisayar Muhendisligi, Muhendisl Fak, Kocaeli, Turkiye
来源：
32ND IEEE SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE, SIU 2024 | 2024年
关键词：
human action recognition(HAR); radar-based HAR; micro-Doppler; range-Doppler;
D O I：
10.1109/SIU61531.2024.10600787
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Human motion recognition is a field where human activities are extracted from raw time-series signals obtained through sensors. Due to privacy concerns or personal comfort issues, recently, radar technology is being used as an alternative. In this study, a human motion recognition model utilizing mmWave radar data collected from individuals has been developed. The proposed model utilizes micro-Doppler and range-Doppler spectrograms as input. The results obtained successfully demonstrate the model's ability to accurately identify movements such as "arm raising", "walking" and "stand up" in real-time for healthy individuals.
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页数：4
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