Contactless Heart Sound Detection Using Advanced Signal Processing Exploiting Radar Signals

被引:0
|
作者
Farooq, Muhammad [1 ]
Shah, Syed Aziz [2 ]
Zheng, Dingchang [2 ]
Taha, Ahmad [1 ]
Imran, Muhammad Ali [1 ]
Abbasi, Qammer H. [1 ,3 ]
Abbas, Hasan Tahir [1 ]
机构
[1] Univ Glasgow, James Watt Sch Engn, Glasgow City G12 8QQ, Scotland
[2] Coventry Univ, Res Centrefor Intelligent Healthcare, Coventry CV1 5FB, England
[3] Ajman Univ, Artificial Intelligence Res Ctr AIRC, Ajman 346, U Arab Emirates
基金
英国工程与自然科学研究理事会;
关键词
Radar; Electrocardiography; Heart; Monitoring; Heart rate; Accuracy; Medical services; Radar measurements; Radar detection; Radar signal processing; Contactless sensing; continuous-wave radar; heart rate detection; heart sounds detection; pulse rate detection; vital signs detection;
D O I
10.1109/JBHI.2024.3490992
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Contactless vital signs detection has the potential to advance healthcare by offering precise and convenient patient monitoring. This groundbreaking approach not only streamlines the monitoring process, but also allows continuous, real-time assessment of vital signs, allowing early detection of anomalies and prompt intervention. This paper presents a novel framework for contactless vital sign s detection using continuous-wave (CW) radar and advanced signal processing techniques. We achieved unprecedented precision in capturing 1,261 samples for radar based heart sound waveforms compared to the ground truth ECG signal. Further, our heart sounds method yields highly accurate human heart pulse readings, surpassing previous benchmarks with a mean absolute percentage error (MAPE) of 0.0129 and mean absolute error (MAE) below one (0.8712). In addition, we derive d heart rates from the heart sound waveforms and compare them with conventional radar-derived heart rates and ground truth ECG signal. Through analysis, we identifi ed regions where conventional radar based methods exhibit limitations. Our approach demonstrates minimal errors and superior accuracy across all heart rate states, which can potentially set new standards for noninvasive vital sign monitoring.
引用
收藏
页码:1009 / 1020
页数:12
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