Camera-Based Seismocardiogram for Heart Rate Variability Monitoring

光容积图 斑点图案 心率变异性 人工智能 稳健性(进化) 心电图 计算机视觉 计算机科学 公制(单位) 心率 生物医学工程 医学 心脏病学 内科学 血压 工程类 生物化学 化学 运营管理 滤波器(信号处理) 基因
作者
Lin Liu,Dongfang Yu,Hongzhou Lu,Caifeng Shan,Wenjin Wang
出处
期刊:IEEE Journal of Biomedical and Health Informatics [Institute of Electrical and Electronics Engineers]
卷期号:28 (5): 2794-2805 被引量:3
标识
DOI:10.1109/jbhi.2024.3370394
摘要

Heart rate variability (HRV) is a crucial metric that quantifies the variation between consecutive heartbeats, serving as a significant indicator of autonomic nervous system (ANS) activity. It has found widespread applications in clinical diagnosis, treatment, and prevention of cardiovascular diseases. In this study, we proposed an optical model for defocused speckle imaging, to simultaneously incorporate out-of-plane translation and rotation-induced motion for highly-sensitive non-contact seismocardiogram (SCG) measurement. Using electrocardiogram (ECG) signals as the gold standard, we evaluated the performance of photoplethysmogram (PPG) signals and speckle-based SCG signals in assessing HRV. The results indicated that the HRV parameters measured from SCG signals extracted from laser speckle videos showed higher consistency with the results obtained from the ECG signals compared to PPG signals. Additionally, we confirmed that even when clothing obstructed the measurement site, the efficacy of SCG signals extracted from the motion of laser speckle patterns persisted in assessing the HRV levels. This demonstrates the robustness of camera-based non-contact SCG in monitoring HRV, highlighting its potential as a reliable, non-contact alternative to traditional contact-PPG sensors.

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