Energy Saving on Constrained 12-Leads Real-Time ECG Monitoring

被引:0
|
作者
Ouda, Hebatalla [2 ]
Badawi, Abeer [1 ]
Hassanein, Hossam S. [2 ]
Elgazzar, Khalid [1 ]
机构
[1] Ontario Tech Univ, Oshawa, ON, Canada
[2] Queens Univ, Kingston, ON, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
COMPRESSION; RESOURCE;
D O I
10.1109/GLOBECOM48099.2022.10001012
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Continuous real-time electrocardiogram (ECG) monitoring can detect arrhythmia and provide early warning for heart attacks. Effective power management signals and controlling the mode of operation to reduce the need for full fidelity ECG signal. This work studies the impact of the base-delta compression technique for different cardiac conditions on power consummation. It also aims to evaluate operational strategies and their effect on the battery life when the ECG patch can switch between different operating modes (e.g., varying the number of leads according to the cardiac conditions). We use a binary classifier to inform the decision of switching between different operational strategies. Both scenarios are evaluated in terms of execution time, Bluetooth Low Energy (BLE) communication airtime, power consumption, and energy-saving ratios on a Texas Instruments CC2650 Micro-controller Unit (MCU). We compare the performance of the base-delta compression and changing the mode of operation scenarios on various cardiac abnormalities. Performance evaluation shows that operational strategies outperforms data compression in power saving for normal ECG readings by a double fold. In contrast, operational strategies incurs an additional overhead of 1011 ms during an abnormal status. However, base-delta satisfies the embedded platform constraints on execution time and airtime with 25 ms and 20 ms, respectively in the MCU environment.
引用
收藏
页码:4298 / 4303
页数:6
相关论文
共 50 条
  • [1] PORTABLE, REAL-TIME, 12-LEAD ECG MONITORING SYSTEM
    Tseng, Yi-Li
    Shi, Yo-Zong
    Jaw, Fu-Shan
    INSTRUMENTATION SCIENCE & TECHNOLOGY, 2010, 38 (04) : 305 - 312
  • [2] REAL-TIME CONTOUROGRAM AS AN ECG MONITORING TECHNIQUE
    WOLTHUIS, RA
    GOLDEN, DP
    MAULDIN, DG
    HOFFLER, GW
    JOHNSON, RL
    AEROSPACE MEDICINE, 1970, 41 (11): : 1247 - &
  • [3] REAL-TIME MONITORING METHOD FOR ENERGY CONSUMPTION OF AIR CONDITIONING IN CLEAN PLANT BUILDINGS UNDER ENERGY-SAVING CONSTRAINED ENVIRONMENT
    Jiang, Danfeng
    FRESENIUS ENVIRONMENTAL BULLETIN, 2022, 31 (12): : 11279 - 11286
  • [4] A Wearable Device for Real-Time ECG Monitoring and Cardiovascular Arrhythmia Detection for Resource Constrained Regions
    Mishra, Biswajit
    Arora, Neha
    Vora, Yash
    PROCEEDINGS OF THE 2018 8TH INTERNATIONAL SYMPOSIUM ON EMBEDDED COMPUTING AND SYSTEM DESIGN (ISED 2018), 2018, : 48 - 52
  • [5] Optimizing Real-Time ECG Data Transmission in Constrained Environments
    Ouda, Hebatalla
    Badr, Ahmed
    Rashwan, Abeulmonem
    Hassanein, Hossam S.
    Elgazzar, Khalid
    IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC 2022), 2022, : 2114 - 2119
  • [6] 12-Lead ECG Platform for Real-time Monitoring and Early Anomaly Detection
    Badr, Ahmed
    Badawi, Abeer
    Rashwan, Abdulmonem
    Elgazzar, Khalid
    2022 INTERNATIONAL WIRELESS COMMUNICATIONS AND MOBILE COMPUTING, IWCMC, 2022, : 973 - 978
  • [7] Real-time ECG monitoring system based on FPGA
    Yang, Yongming
    Huang, Xiaobo
    Yu, Xinghuo
    IECON 2007: 33RD ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOLS 1-3, CONFERENCE PROCEEDINGS, 2007, : 2136 - +
  • [8] Prototyping Tool for Real-time ECG Monitoring and Analysis
    Negrescu, Vasile
    Essa, Almabrok
    Nace, Jakob
    Al Ismaili, Hamed
    DESIGN AND QUALITY FOR BIOMEDICAL TECHNOLOGIES XIII, 2020, 11231
  • [9] Real-Time ECG-monitoring in Virtual Reality
    Schueler, Willi
    Bente, Lisa-Marie
    Deserno, Thomas M.
    Kacprowski, Tim
    IMAGING INFORMATICS FOR HEALTHCARE, RESEARCH, AND APPLICATIONS, MEDICAL IMAGING 2024, 2024, 12931
  • [10] A Framework for Real-time Remote ECG Monitoring and Diagnoses
    Badr, Ahmed
    Elgazzar, Khalid
    2022 5TH INTERNATIONAL CONFERENCE ON COMMUNICATIONS, SIGNAL PROCESSING, AND THEIR APPLICATIONS (ICCSPA), 2022,