Design and Development of the MedFit App: A Mobile Application for Cardiovascular Disease Rehabilitation

被引:3
|
作者
Prabhu, Ghanashyama [1 ]
Kuklyte, Jogile [1 ]
Gualano, Leonardo [1 ]
Venkataraman, Kaushik [1 ]
Ahmadi, Amin [1 ]
Duff, Orlaith [1 ]
Walsh, Deirdre [1 ]
Woods, Catherine [3 ]
O'Connor, Noel E. [1 ]
Moran, Kieran [1 ,2 ]
机构
[1] Dublin City Univ, Insight Ctr Data Analyt, Dublin, Ireland
[2] Dublin City Univ, Dept Hlth & Human Performance, Dublin, Ireland
[3] Univ Limerick, Phys Educ & Sport Sci Dept, Limerick, Ireland
关键词
Cardiovascular disease; Mobile application; Support vector machine; Wearable sensors; Repetition counting; CARDIAC REHABILITATION; STATEMENT;
D O I
10.1007/978-3-319-98551-0_3
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Rehabilitation from cardiovascular disease (CVD) usually requires lifestyle changes, especially an increase in exercise and physical activity. However, uptake and adherence to exercise is low for community-based programmes. We propose a mobile application that allows users to choose the type of exercise and compete it at a convenient time in the comfort of their own home. Grounded in a behaviour change framework, the application provides feedback and encouragement to continue exercising and to improve on previous results. The application also utilizes wearable wireless technologies in order to provide highly personalized feedback. The application can accurately detect if a specific exercise is being done, and count the associated number of repetitions utilizing accelerometer or gyroscope signals Machine learning models are employed to recognize individual local muscular endurance (LME) exercises, achieving overall accuracy of more than 98%. This technology allows providing a near real-time personalized feedback which mimics the feedback that the user might expect from an instructor. This is provided to motivate users to continue the recovery process.
引用
收藏
页码:20 / 28
页数:9
相关论文
共 50 条
  • [1] Design and development of a mobile app for Meniere disease patients
    Rey-Martinez, Jorge
    Manuel Espinosa-Sanchez, Juan
    [J]. REVISTA ORL, 2019, 10 (01): : 11 - 19
  • [2] Development of Mobile Health Application for Cardiovascular Disease Prevention
    Tundjungsari, Vitri
    Yugaswara, Hen
    Putra, Adhika Trisna Dwi
    Sofro, Abdul Salam M.
    [J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2018, 9 (11) : 543 - 550
  • [3] Design and Development of a Mobile Application for a Robotic Rehabilitation Process: DiagnoConn
    Aktan, Mehmet Emin
    Akdogan, Erhan
    [J]. 2017 11TH IEEE INTERNATIONAL CONFERENCE ON APPLICATION OF INFORMATION AND COMMUNICATION TECHNOLOGIES (AICT 2017), 2017,
  • [4] Development and Application of Silkworm Disease Recognition System Based on Mobile App
    Xia, Dingyuan
    Yu, Zhen
    Cheng, Anjun
    Tang, Liang
    Shi, Meining
    [J]. IMAGE AND GRAPHICS, ICIG 2019, PT II, 2019, 11902 : 471 - 482
  • [5] Is there an app for that? Mobile phones and secondary prevention of cardiovascular disease
    Neubeck, Lis
    Cartledge, Susie
    Dawkes, Susan
    Gallagher, Robyn
    [J]. CURRENT OPINION IN CARDIOLOGY, 2017, 32 (05) : 567 - 571
  • [6] A Mobile App for Prevention of Cardiovascular Disease and Type 2 Diabetes Mellitus: Development and Usability Study
    Buss, Vera Helen
    Varnfield, Marlien
    Harris, Mark
    Barr, Margo
    [J]. JMIR HUMAN FACTORS, 2022, 9 (02):
  • [7] Design and Development of a Mobile Cardiac Rehabilitation System
    Mesa, Iker
    Sanchez, Eider
    Toro, Carlos
    Diaz, Javier
    Artetxe, Arkaitz
    Grana, Manuel
    Guijarro, Frank
    Martinez, Cesar
    Manuel Jimenez, Jose
    Rajasekharan, Shabs
    Antonio Alarcon, Jose
    De Mauro, Alessandro
    [J]. CYBERNETICS AND SYSTEMS, 2014, 45 (02) : 92 - 108
  • [8] There's an App for That The Development of an NFL Team Mobile Application
    Greenhalgh, Greg
    Dwyer, Brendan
    Biggio, Brian
    [J]. JOURNAL OF APPLIED SPORT MANAGEMENT, 2014, 6 (04) : 51 - 77
  • [9] Design and Development of a Crowdsourcing Mobile App for Disaster Response
    Li, Linna
    Ulaganathan, Manju Narmada
    [J]. 2017 25TH INTERNATIONAL CONFERENCE ON GEOINFORMATICS, 2017,
  • [10] Design and development of a mobile app to support the care of the elderly
    Rodriguez-Duenas, William R.
    Aguia-Rojas, Karen
    Valencia-Daza, Valeria
    [J]. 2021 IEEE 2ND INTERNATIONAL CONGRESS OF BIOMEDICAL ENGINEERING AND BIOENGINEERING (CI-IB&BI 2021), 2021,