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.
引用
收藏
页数：4
相关论文
共 50 条
  • [1] Frequency modulated continuous wave radar-based system for monitoring dairy cow respiration rate
    Tuan, Shao-Ang
    Rustia, Dan Jeric Arcega
    Hsu, Jih-Tay
    Lin, Ta-Te
    COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2022, 196
  • [2] A Survey on Radar-Based Continuous Human Activity Recognition
    Ullmann, Ingrid
    Guendel, Ronny G.
    Kruse, Nicolas Christian
    Fioranelli, Francesco
    Yarovoy, Alexander
    IEEE JOURNAL OF MICROWAVES, 2023, 3 (03): : 938 - 950
  • [3] Simple and Efficient Gesture Recognition Based on Frequency-Modulated Continuous Wave Radar
    Qiao, Lihong
    Wang, Zehua
    Shu, Yucheng
    Xiao, Bin
    Luan, Xiao
    Shi, Yuhang
    Li, Weisheng
    Gao, Xinbo
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2024, 73 : 1DUMMY
  • [4] Frequency Modulated Continuous Wave Ultra-Wideband Radar-Based Monitoring System for Extending Independent Living
    Heim, Marcus
    Dotemoto, Philip
    Rodriguez, Fabian
    Meng, Fanfu
    Salam, Nathik
    Smilkstein, Tina
    2014 IEEE HEALTHCARE INNOVATION CONFERENCE (HIC), 2014, : 211 - 214
  • [5] Frequency Modulated Continuous Wave Radar-Based Navigation Algorithm using Artificial Neural Network for Autonomous Driving
    Valtl, Jakob
    Issakov, Vadim
    2021 IEEE INTELLIGENT TRANSPORTATION SYSTEMS CONFERENCE (ITSC), 2021, : 567 - 571
  • [6] Deep Learning Techniques for Radar-Based Continuous Human Activity Recognition
    Mehta, Ruchita
    Sharifzadeh, Sara
    Palade, Vasile
    Tan, Bo
    Daneshkhah, Alireza
    Karayaneva, Yordanka
    MACHINE LEARNING AND KNOWLEDGE EXTRACTION, 2023, 5 (04): : 1493 - 1518
  • [7] Human Posture Recognition Based on Multi-dimensional Information Feature Fusion of Frequency Modulated Continuous Wave Radar
    Feng Xinxin
    Li Wenlong
    He Zhao
    Zheng Haifeng
    JOURNAL OF ELECTRONICS & INFORMATION TECHNOLOGY, 2022, 44 (10) : 3583 - 3591
  • [8] mmWave MIMO Radar-Based Handwriting Recognition With Lightweight Fingertip Tracking
    Lin, Jyun-Jhih
    Tseng, Yen-Hsiang
    Chen, Wei-Chang
    Wu, Nan
    Zhang, Tingting
    Tseng, Po-Hsuan
    IEEE SENSORS JOURNAL, 2025, 25 (02) : 3794 - 3805
  • [9] mmWave Radar-based Static Human Localization in Cluttered Environment
    Hsieh, Chieh-Hsun
    Lin, Jyun-Jhih
    Tseng, Po-Hsuan
    2022 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS - TAIWAN, IEEE ICCE-TW 2022, 2022, : 135 - 136
  • [10] Experimental Frequency Modulated Continuous Wave Radar
    Gamec, Jan
    MariaGamcova
    2015 16TH INTERNATIONAL RADAR SYMPOSIUM (IRS), 2015, : 1010 - 1015
12345