Development of a noncontact heart rate monitoring system for sedentary behavior based on an accelerometer attached to a chair

被引:11
|
作者
Lim, Eunho [1 ]
Lee, Hyo-Ki [1 ]
Myoung, Hyoun-Seok [1 ]
Lee, Kyoung-Joung [1 ]
机构
[1] Yonsei Univ, Dept Biomed Engn, Wonju, Gangwondo, South Korea
关键词
noncontact heart rate monitoring; sedentary behavior; accelerometer; chair; RATE-VARIABILITY; MOTION ARTIFACT; SENSORS; TIME;
D O I
10.1088/0967-3334/36/3/N61
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
Although people spend a third of their day engaged in sedentary activities, research on heart activity during sitting is almost nonexistent because of the discomfort experienced when electrocardiogram (ECG) measurement electrodes are attached to the body. Accordingly, in this study, a system was developed to monitor heart rate (HR) in a noncontact and unconstrained way while subjects were seated, by attaching an accelerometer on the backrest of a chair. Acceleration signals were obtained three times from 20 healthy adults, a detection algorithm was applied, and HR detection performance was evaluated by comparing the R-peak values from the ECG. The system had excellent performance results, with a sensitivity of 96.10% and a positive predictive value of 96.43%. In addition, the HR calculated by the new system developed in this study was compared with HR calculated using ECG. The new system exhibited excellent performance; its results were strongly correlated with that of ECG (r = 0.97, p << 0.0001; average difference of -0.08 +/- 4.60 [ mean +/- 1.96.standard deviation] in Bland-Altman analysis). Accordingly, the method presented in this study is expected to be applicable for evaluating diverse autonomic nervous system components in a noncontact and unconstrained way using an accelerometer to monitor the HR of sedentary workers or adolescents.
引用
收藏
页码:N61 / N70
页数:10
相关论文
共 50 条
  • [1] Crayfish heart rate monitoring with an accelerometer
    Novak, Antonin
    Cisar, Petr
    ECOLOGICAL INDICATORS, 2020, 111
  • [2] Accelerometer Based System for Continuous Respiratory Rate Monitoring
    Preejith, S. P.
    JeeJani, Ahamed
    Maniyar, Paresh
    Joseph, Jayaraj
    Sivaprakasam, Mohanasankar
    2017 IEEE INTERNATIONAL SYMPOSIUM ON MEDICAL MEASUREMENTS AND APPLICATIONS (MEMEA), 2017, : 171 - 176
  • [3] Smart chair based on multi heart rate detection system
    Ahn, Byeong-Gu
    Noh, Yun-Hong
    Jeong, Do-Un
    2015 IEEE SENSORS, 2015, : 1740 - 1743
  • [4] Sedentary Behavior in Preschoolers: How Many Days of Accelerometer Monitoring Is Needed?
    Byun, Wonwoo
    Beets, Michael W.
    Pate, Russell R.
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2015, 12 (10) : 13148 - 13161
  • [5] Adaptive Pulsatile Plane for Robust Noncontact Heart Rate Monitoring
    Quoc-Viet Tran
    Su, Shun-Feng
    Sun, Wei
    Minh-Quang Tran
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2021, 51 (09): : 5587 - 5599
  • [6] Noncontact Monitoring of Heart Rate and Heart Rate Variability in Geriatric Patients Using Photoplethysmography Imaging
    Yu, Xinchi
    Laurentius, Thea
    Bollheimer, Cornelius
    Leonhardt, Steffen
    Antink, Christoph Hoog
    IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2021, 25 (05) : 1781 - 1792
  • [7] Heart rate monitoring system based on website
    Hamidi, E. A. Z.
    Effendi, M. R.
    Ramdani, F.
    4TH ANNUAL APPLIED SCIENCE AND ENGINEERING CONFERENCE, 2019, 2019, 1402
  • [8] Noncontact Heart and Respiratory Rate Monitoring of Preterm Infants Based on a Computer Vision System: Protocol for a Method Comparison Study
    Gibson, Kim
    Al-Naji, Ali
    Fleet, Julie-Anne
    Steen, Mary
    Chah, Javaan
    Huynh, Jasmine
    Morris, Scott
    JMIR RESEARCH PROTOCOLS, 2019, 8 (08):
  • [9] Heart Rate Measurement as a Tool to Quantify Sedentary Behavior
    Akerberg, Anna
    Koshmak, Gregory
    Johansson, Anders
    Linden, Maria
    PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON WEARABLE MICRO AND NANO TECHNOLOGIES FOR PERSONALIZED HEALTH (PHEALTH 2015), 2015, 211 : 105 - 110
  • [10] Development and Performance Evaluation of a Remote Vision-Based Heart Rate Monitoring System
    Kurylo, Vasyl
    Varyshchuk, Vasyl
    2018 IEEE 13TH INTERNATIONAL SCIENTIFIC AND TECHNICAL CONFERENCE ON COMPUTER SCIENCES AND INFORMATION TECHNOLOGIES (CSIT), VOL 1, 2018, : 288 - 291