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
相关论文
共 50 条
  • [1] Advanced Digital Signal Processing Techniques on the Classification of the Heart Sound Signals
    Zhong, Meisu
    Yang, Yongsheng
    Zhou, Yamin
    Postolache, M. Octavian
    Chandrasekar, M.
    Babu, G. Venkat
    Manikandan, C.
    Balaji, V. S.
    Saravanan, S.
    Elamaran, V
    JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS, 2020, 10 (09) : 2010 - 2015
  • [2] A new learning and classification framework for the detection of abnormal heart sound signals using hybrid signal processing and neural networks
    Zeng, Wei
    Lin, Zixiang
    Yuan, Chengzhi
    Wang, Qinghui
    Liu, Fenglin
    Wang, Ying
    PROCEEDINGS OF THE 39TH CHINESE CONTROL CONFERENCE, 2020, : 6363 - 6368
  • [3] Compressed Domain Contactless Fall Incident Detection using UWB Radar Signals
    Sadreazami, Hamidreza
    Mitra, Dipayan
    Bolic, Miodrag
    Rajan, Sreeraman
    2020 18TH IEEE INTERNATIONAL NEW CIRCUITS AND SYSTEMS CONFERENCE (NEWCAS'20), 2020, : 90 - 93
  • [4] Fault Detection of Gearbox from Inverter Signals Using Advanced Signal Processing Techniques
    Pislaru, C.
    Lane, M.
    Ball, A. D.
    Gu, F.
    25TH INTERNATIONAL CONGRESS ON CONDITION MONITORING AND DIAGNOSTIC ENGINEERING (COMADEM 2012), 2012, 364
  • [5] Automatic Signal Quality Index Determination of Radar-Recorded Heart Sound Signals Using Ensemble Classification
    Shi, Kilin
    Schellenberger, Sven
    Michler, Fabian
    Steigleder, Tobias
    Malessa, Anke
    Lurz, Fabian
    Ostgathe, Christoph
    Weigel, Robert
    Koelpin, Alexander
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2020, 67 (03) : 773 - 785
  • [6] ALARM SOUND DETECTION USING TOPOLOGICAL SIGNAL PROCESSING
    Fireaizen, Tomer
    Ron, Saar
    Bobrowski, Omer
    2022 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2022, : 211 - 215
  • [7] Advanced technology on radar signal processing
    Wu, SJ
    Liao, GS
    Bao, Z
    2001 CIE INTERNATIONAL CONFERENCE ON RADAR PROCEEDINGS, 2001, : 16 - 19
  • [8] Contactless Person Identification Using Cardiac Radar Signals
    Shi, Kilin
    Will, Christoph
    Weigel, Robert
    Koelpin, Alexander
    2018 IEEE INTERNATIONAL INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE (I2MTC): DISCOVERING NEW HORIZONS IN INSTRUMENTATION AND MEASUREMENT, 2018, : 141 - 146
  • [9] A novel signal processing circuit for contactless motion detection
    Ali, Arfan
    Potter, David K.
    SENSORS AND ACTUATORS A-PHYSICAL, 2010, 157 (02) : 173 - 177
  • [10] Detection of Sunn Pests Using Sound Signal Processing Methods
    Yazgac, Bilgi Gorkem
    Kirci, Murvet
    Kivan, Mujgan
    2016 FIFTH INTERNATIONAL CONFERENCE ON AGRO-GEOINFORMATICS (AGRO-GEOINFORMATICS), 2016, : 454 - 459