Millimeter-Wave Radar for Short-Term Heart Rate Measurement Using Intelligent Singular Value Decomposition Noise Reduction Algorithm

被引:0
|
作者
Lv, Wenjie [1 ]
Liu, Chang [1 ]
Liu, Haoqiang [1 ]
Zhong, Shan [1 ]
Yang, Hao [2 ]
Feng, Shaohan [3 ]
机构
[1] Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100190, Peoples R China
[2] Beihang Univ, Dept Elect Sci & Technol, Beijing 100191, Peoples R China
[3] Zhejiang Gongshang Univ, Sch Informat & Elect Engn, Hangzhou 310018, Peoples R China
基金
中国国家自然科学基金;
关键词
Radar; Heart beat; Noise; Radar antennas; Monitoring; Millimeter wave radar; Low-pass filters; Automatic multiscale peak detection (AMPD); heart rate monitoring; K-means clustering; millimeter-wave radar; noise removal; singular value decomposition (SVD);
D O I
10.1109/TIM.2024.3436091
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Heart rate measurement based on radar is an effective method for noncontact monitoring of human vital signs. However, the heart rate signal obtained from the radar is subject to noise interference due to imperfect circuit characteristics. To tackle this challenge in heart rate detection by micro-Doppler radar, this article uses a narrow-beam radar operating in the 120-GHz band to capture the heartbeat signal and adopts an intelligent singular value decomposition (SVD) algorithm to effectively eliminate noise in the heartbeat signal. This approach can adaptively select the number of large singular values corresponding to the best noise reduction effect under different signal-to-noise ratios (SNRs). In addition, an improved automatic multiscale peak detection (AMPD) algorithm is proposed for precise peak detection in the heartbeat signal. Experimental results demonstrate that the proposed algorithm significantly reduces omission or misjudgment during the peak detection process, leading to a high accuracy during short-term heart rate detection. Compared with the pulse wave measurement results, the average accuracy of the heart rate is between 96.53% and 98.18%.
引用
收藏
页数:13
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