A Fuzzy Recommendation System for the Automatic Personalization of Physical Rehabilitation Exercises in Stroke Patients

被引:3
|
作者
Gmez-Portes, Cristian [1 ]
Castro-Schez, Jose Jesus [1 ]
Albusac, Javier [1 ]
Monekosso, Dorothy N. [2 ]
Vallejo, David [1 ]
机构
[1] Univ Castilla La Mancha, Dept Informat Technol & Syst, Paseo Univ 4, Ciudad Real 13071, Spain
[2] Leeds Beckett Univ, Sch Built Environm Engn & Comp, Leeds LS6 3QT, W Yorkshire, England
关键词
remote rehabilitation; recommender system; stroke; fuzzy logic; telemedicine; KINECT; DESIGN;
D O I
10.3390/math9121427
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Stroke is among the top 10 leading causes of death and disability around the world. Patients who suffer from this disease usually perform physical exercises at home to improve their condition. These exercises are recommended by therapists based on the patient's progress level, and may be remotely supervised by them if technology is an option for both. At this point, two major challenges must be faced. The first one is the lack of specialized medical staff to remotely handle the growing number of stroke patients. The second one is the difficulty of dynamically adapt the patient's therapy plan in real time whilst they rehabilitate at home, since their evolution varies as the rehabilitation process progresses. In this context, we present a fuzzy system that is able to automatically adapt the rehabilitation plan of stroke patients. The use of fuzzy logic greatly facilitates the monitoring and guidance of stroke patients. Moreover, the system is capable of automatically generating modifications of existent exercises whilst considering their particularities at any given time. A preliminary experiment was conducted to show the advantages of the proposal, and the results suggest that the application of fuzzy logic may help make correct decisions based on the patient's progress level.
引用
收藏
页数:24
相关论文
共 50 条
  • [1] Automatic recognition of physical exercises performed by stroke survivors to improve remote rehabilitation
    Schez-Sobrino, Santiago
    Monekosso, Dorothy N.
    Remagnino, Paolo
    Vallejo, David
    Glez-Morcillo, Carlos
    [J]. 2019 INTERNATIONAL CONFERENCE ON MULTIMEDIA ANALYSIS AND PATTERN RECOGNITION (MAPR), 2019,
  • [2] A Distributed Gamified System Based on Automatic Assessment of Physical Exercises to Promote Remote Physical Rehabilitation
    Schez-Sobrino, S.
    Vallejo, D.
    Monekosso, D. N.
    Glez-Morcillo, C.
    Remagnino, P.
    [J]. IEEE ACCESS, 2020, 8 : 91424 - 91434
  • [3] REHABILITATION OF PATIENTS WITH THE CONSEQUENCES OF ISCHEMIC STROKE VIA THE MEANS OF EXERCISES OF PHYSICAL THERAPY
    Kletsenko, Lyudmyla V.
    Rybalko, Lina M.
    Levkov, Anatoliy A.
    Vyshvar, Yevheniya V.
    Kravchenko, Mykhailo V.
    Romanenko, Bohdan V.
    Bashtovenko, Oksana A.
    [J]. ACTA BALNEOLOGICA, 2023, 65 (06):
  • [4] Systematic muscle building exercises in the rehabilitation of stroke patients
    Badics, E
    Wittmann, A
    Rupp, M
    Stabauer, B
    Zifko, UA
    [J]. NEUROREHABILITATION, 2002, 17 (03) : 211 - 214
  • [5] A Gaming-Based System for Stroke Patients Physical Rehabilitation
    Abd Latif, M. H.
    Yusof, Md. H.
    Sidek, S. N.
    Shikhraji, M. S.
    Safie, M. H.
    [J]. 2014 IEEE CONFERENCE ON BIOMEDICAL ENGINEERING AND SCIENCES (IECBES), 2014, : 690 - 695
  • [6] Which is better in the rehabilitation of stroke patients, core stability exercises or conventional exercises?
    Sun, Xibo
    Gao, Qian
    Dou, Honglei
    Tang, Shujie
    [J]. JOURNAL OF PHYSICAL THERAPY SCIENCE, 2016, 28 (04) : 1131 - 1133
  • [7] Predefined Recovery Exercises System for After Stroke Hand Rehabilitation
    Popescu, Nirvana
    Ciobanu, Vlad
    Ghidel, Adrian
    Dinu, Flavius
    Popescu, Decebal
    [J]. PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE AND EXPOSITION ON ELECTRICAL AND POWER ENGINEERING (EPE 2016), 2016, : 331 - 336
  • [8] PHYSICAL MEDICINE AND REHABILITATION FOR STROKE PATIENTS
    NEWMAN, LB
    [J]. JOURNAL OF THE AMERICAN GERIATRICS SOCIETY, 1967, 15 (02) : 111 - &
  • [9] AUTOMATIC ACCEPTANCE OF STROKE PATIENTS TO INPATIENT REHABILITATION
    Cheung, D.
    Linkewich, E.
    Quraishi, F.
    Tahair, N.
    [J]. INTERNATIONAL JOURNAL OF STROKE, 2023, 18 (03) : 235 - 235
  • [10] PHYSICAL THERAPY IN REHABILITATION OF ELDERLY PATIENTS WITH STROKE
    WEIMANN, G
    ILLINGER, H
    LEUTIGER, H
    OSTERMANN, K
    RADEBOLD, H
    SPRUNGOSTERMANN, B
    VONUNGERNSTERNBERG, A
    [J]. MUNCHENER MEDIZINISCHE WOCHENSCHRIFT, 1985, 127 (20): : 515 - 518