Enabling Smart Personalized Healthcare: A Hybrid Mobile-Cloud Approach for ECG Telemonitoring

被引:79
|
作者
Wang, Xiaoliang [1 ]
Gui, Qiong [1 ]
Liu, Bingwei [1 ]
Jin, Zhanpeng [1 ,2 ]
Chen, Yu [1 ]
机构
[1] SUNY Binghamton, Dept Elect & Comp Engn, Binghamton, NY 13902 USA
[2] SUNY Binghamton, Dept Bioengn, Binghamton, NY 13902 USA
关键词
Electrocardiograph (ECG); medical monitoring; mobile cloud; telemedicine; CARDIOVASCULAR-DISEASE; NEURAL-NETWORKS; SIGNAL; PERFORMANCE; ARCHITECTURE; SYSTEM;
D O I
10.1109/JBHI.2013.2286157
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The severe challenges of the skyrocketing healthcare expenditure and the fast aging population highlight the needs for innovative solutions supporting more accurate, affordable, flexible, and personalized medical diagnosis and treatment. Recent advances of mobile technologies have made mobile devices a promising tool to manage patients' own health status through services like telemedicine. However, the inherent limitations of mobile devices make them less effective in computation-or data-intensive tasks such as medical monitoring. In this study, we propose a new hybrid mobile-cloud computational solution to enable more effective personalized medical monitoring. To demonstrate the efficacy and efficiency of the proposed approach, we present a case study of mobile-cloud based electrocardiograph monitoring and analysis and develop a mobile-cloud prototype. The experimental results show that the proposed approach can significantly enhance the conventional mobile-based medical monitoring in terms of diagnostic accuracy, execution efficiency, and energy efficiency, and holds the potential in addressing future large-scale data analysis in personalized healthcare.
引用
收藏
页码:739 / 745
页数:7
相关论文
共 45 条
  • [21] SecECG: secure data hiding approach for ECG signals in smart healthcare applications
    Rani, Jyoti
    Anand, Ashima
    Shivani, Shivendra
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2023, 83 (14) : 42885 - 42905
  • [22] UbeHealth: A Personalized Ubiquitous Cloud and Edge-Enabled Networked Healthcare System for Smart Cities
    Muhammed, Thaha
    Mehmood, Rashid
    Albeshri, Aiiad
    Katib, Iyad
    [J]. IEEE ACCESS, 2018, 6 : 32258 - 32285
  • [23] Hybrid Approach to Improve Recommendation of Cloud Services for Personalized QoS Requirements
    Samadhiya, Sadhna
    Ku, Cooper Cheng-Yuan
    [J]. ELECTRONICS, 2024, 13 (07)
  • [24] PRECMAS: A Personalized, Cloud-based Integrative Approach to Mobile Web Adaptation
    Kilic, Isil Doga Yakut
    Zhang, Dongsong
    Zhou, Lina
    Lai, Jianwei
    Odili, Judith
    [J]. AMCIS 2015 PROCEEDINGS, 2015,
  • [25] Building mobile multimedia services: a hybrid cloud computing approach
    Dejan Kovachev
    Yiwei Cao
    Ralf Klamma
    [J]. Multimedia Tools and Applications, 2014, 70 : 977 - 1005
  • [26] Building mobile multimedia services: a hybrid cloud computing approach
    Kovachev, Dejan
    Cao, Yiwei
    Klamma, Ralf
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2014, 70 (02) : 977 - 1005
  • [27] Hybrid Approach for Mobile Couriers Election in Smart-cities
    Al-Turjman, Fadi
    [J]. 2016 IEEE 41ST CONFERENCE ON LOCAL COMPUTER NETWORKS (LCN), 2016, : 507 - 510
  • [28] Enabling Mobile Cloud Wide Spread Through an Evolutionary Market-Based Approach
    Chilipirea, Cristian
    Petre, Andreea-Cristina
    Dobre, Ciprian
    Pop, Florin
    [J]. IEEE SYSTEMS JOURNAL, 2016, 10 (02): : 839 - 846
  • [29] The Evolution of Mobile Smart Cloud Platform-Enabled Self-sustaining Healthcare Ecosystem
    Liu, Yang
    Tian, L. W.
    [J]. INDIAN JOURNAL OF PHARMACEUTICAL SCIENCES, 2021, 83 : 33 - 33
  • [30] Ventricular Fabrication Prediction Approach Based on Cloud-Mobile Healthcare Platform
    Zhang, Zhenxing
    Lim, Joon S.
    [J]. 2015 10TH INTERNATIONAL CONFERENCE ON BROADBAND AND WIRELESS COMPUTING, COMMUNICATION AND APPLICATIONS (BWCCA 2015), 2015, : 410 - 413