A Framework for Real-time Remote ECG Monitoring and Diagnoses

被引:0
|
作者
Badr, Ahmed [1 ]
Elgazzar, Khalid [1 ]
机构
[1] Ontario Tech Univ, Oshawa, ON L1G 0C5, Canada
来源
2022 5TH INTERNATIONAL CONFERENCE ON COMMUNICATIONS, SIGNAL PROCESSING, AND THEIR APPLICATIONS (ICCSPA) | 2022年
关键词
e-health; remote patient monitoring; real-time data streaming; real-time data analytics; electrocardiogram; ARCHITECTURE;
D O I
10.1109/ICCSPA55860.2022.10019050
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Enabled by the fast development of Internet of Things (IoT) technologies in recent years, the healthcare domain has witnessed significant advancements in wearable devices that seamlessly collect vital medical information. With the availability of IoT devices serving the healthcare domain, extraordinary amounts of sensory data are generated in real-time, requiring immediate diagnoses and attention in critical medical conditions. The provision of remote patient monitoring (RPM) and analytics infrastructure proved to be fundamental components of the healthcare domain during the Coronavirus pandemic. Traditional healthcare services are digitized and offered virtually, where patients are monitored and managed remotely without the need to go to hospitals. This paper presents a comprehensive RPM framework for real-time telehealth operations with scalable data monitoring, real-time analytics and decision-making, fine-grained data access and robust notification mechanisms in emergencies and critical health conditions. We focus on the overall framework architecture, enabling technologies integration, various system-level integrations and deployment options. Furthermore, we provide a use case application for patients with chronic heart conditions for real-time electrocardiogram (ECG) monitoring. We are releasing the framework as open-source software to the active research community.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] Evaluation of WAMP protocol in real-time remote ECG monitoring
    Aslam, Muhammad Awais
    Tiulpin, Aleksei
    Noponen, Kai
    Seppanen, Tapio
    EMBEC & NBC 2017, 2018, 65 : 25 - 28
  • [2] A Framework for Massive Data Transmission in a Remote Real-Time Health Monitoring System
    Chen, Surong
    Zhu, Xiaohui
    Zhang, Sijing
    Wang, Jiehua
    PROCEEDINGS OF THE 18TH INTERNATIONAL CONFERENCE ON AUTOMATION AND COMPUTING (ICAC 12), 2012, : 296 - 300
  • [3] 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
  • [4] A Personalized Point-of-Care Platform for Real-Time ECG Monitoring
    Raj, Sandeep
    Ray, Kailash Chandra
    IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2018, 64 (04) : 452 - 460
  • [5] 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
  • [6] A Real-time IoMT Enabled Remote Cardiac Rehabilitation Framework
    Shaji, Shereena
    Sankaran, Ravi
    Guntha, Ramesh
    Pathinarupothi, Rahul Krishnan
    2023 15TH INTERNATIONAL CONFERENCE ON COMMUNICATION SYSTEMS & NETWORKS, COMSNETS, 2023,
  • [7] A Hybrid Real-time remote monitoring framework with NB-WOA algorithm for patients with chronic diseases
    Hassan, Mohammed K.
    El Desouky, Ali, I
    Elghamrawy, Sally M.
    Sarhan, Amany M.
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2019, 93 : 77 - 95
  • [8] Development of Wireless Transducer for Real-Time Remote Patient Monitoring
    Yang, Yang
    Zhu, Xi
    Ma, Ke
    Simorangkir, Roy B. V. B.
    Karmakar, Nemai Chandra
    Esselle, Karu P.
    IEEE SENSORS JOURNAL, 2016, 16 (12) : 4669 - 4670
  • [9] IoT Based Real-Time Remote Patient Monitoring System
    Yew, Hoe Tung
    Ng, Ming Fung
    Ping, Soh Zhi
    Chung, Seng Kheau
    Chekima, Ali
    Dargham, Jamal A.
    2020 16TH IEEE INTERNATIONAL COLLOQUIUM ON SIGNAL PROCESSING & ITS APPLICATIONS (CSPA 2020), 2020, : 176 - 179
  • [10] A Novel Real-Time Framework for Embedded Systems Health Monitoring
    Pimentel, Juliano
    McEwan, Alistair A.
    Yu, Hong Qing
    2023 26TH EUROMICRO CONFERENCE ON DIGITAL SYSTEM DESIGN, DSD 2023, 2023, : 309 - 316