ROBOT ASSISTED STROKE REHABILITATION: JOINT TORQUE/FORCE CONVERSION FROM EMG USING SA PROCESS

被引:6
|
作者
Parasuraman, S. [1 ]
Oyong, Arif Wicaksono [1 ]
Jauw, Veronica Lestari [1 ]
机构
[1] Monash Univ, Sch Engn, Bandar Sunway 46150, Selangor, Malaysia
关键词
Stroke rehabilitation; robotics; electromyography (EMG); simulated annealing (SA); NEURAL-NETWORK MODEL; FORCES; KNEE;
D O I
10.1142/S0219519411004368
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
This paper focuses on the implementation of robot-assisted stroke rehabilitation using electromyography (EMG) as the interface between the robot and subjects. The key issue in implementing EMG for this application is the conversion process of EMG signal into torque/force, which is used as a input to the control system. This paper presents a methodology of EMG signal conversion into estimated joint torque by using simulated annealing (SA) technique. Basic principle of SA, formulation, and implementation to the problem are discussed in this paper. Experimental studies with real life EMG data have been carried out for five subjects. These studies are used to evaluate the feasibility of the methodology proposed for robot-assisted stroke rehabilitation problem. Experimental investigations and results are discussed at the end of the paper.
引用
收藏
页码:691 / 704
页数:14
相关论文
共 41 条
  • [31] Effects of Stroke Rehabilitation Using Gait Robot-Assisted Training and Person-Centered Goal Setting: A Single Blinded Pilot Study
    Ha, Yeongmi
    Park, Mingyeong
    HEALTHCARE, 2023, 11 (04)
  • [32] Predicting Functional Recovery in Chronic Stroke Rehabilitation Using Event-Related Desynchronization-Synchronization during Robot-Assisted Movement
    Caimmi, Marco
    Visani, Elisa
    Digiacomo, Fabio
    Scano, Alessandro
    Chiavenna, Andrea
    Gramigna, Cristina
    Tosatti, Lorenzo Molinari
    Franceschetti, Silvana
    Molteni, Franco
    Panzica, Ferruccio
    BIOMED RESEARCH INTERNATIONAL, 2016, 2016
  • [33] Gaussian Process-Integrated State Space Model for Continuous Joint Angle Prediction from EMG and Interactive Force in a Human-Exoskeleton System
    Zeng, Yan
    Yang, Jiantao
    Yin, Yuehong
    APPLIED SCIENCES-BASEL, 2019, 9 (08):
  • [34] A Clamping Force Estimation Method Based on a Joint Torque Disturbance Observer Using PSO-BPNN for Cable-Driven Surgical Robot End-Effectors
    Wang, Zhengyu
    Wang, Daoming
    Chen, Bing
    Yu, Lingtao
    Qian, Jun
    Zi, Bin
    SENSORS, 2019, 19 (23)
  • [35] Benefits of Robot-Assisted Upper-Limb Rehabilitation from the Subacute Stage after a Stroke of Varying Severity: A Multicenter Randomized Controlled Trial
    Ahn, So Young
    Bok, Soo-Kyung
    Lee, Ji Young
    Ryoo, Hyeon Woo
    Lee, Hoo Young
    Park, Hye Jung
    Oh, Hyun Mi
    Kim, Tae-Woo
    JOURNAL OF CLINICAL MEDICINE, 2024, 13 (03)
  • [36] How was the Robot Assisted Training for the Upper Limb after Stroke (RATULS) trial successfully delivered? Findings from a qualitative process evaluation
    Alvarado, N.
    Rodgers, H.
    Bosomworth, H.
    Shaw, L.
    Finch, T.
    INTERNATIONAL JOURNAL OF STROKE, 2019, 14 (4_SUPPL) : 32 - 33
  • [37] Generating Whole-body Motion Keep Away From Joint Torque, Contact Force, Contact Moment Limitations enabling Steep Climbing with a Real Humanoid Robot
    Noda, Shintaro
    Murooka, Masaki
    Nozawa, Shunichi
    Kakiuchi, Yohoei
    Okada, Kei
    Inaba, Masayuki
    2014 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2014, : 1775 - 1781
  • [38] Estimation of Continuous Multi-DOF Finger Joint Kinematics from Surface EMG using a Multi-output Gaussian Process
    Ngeo, Jimson
    Tamei, Tomoya
    Shibata, Tomohiro
    2014 36TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2014, : 3537 - 3540
  • [39] Effects of Upper Limb Robot-Assisted Rehabilitation Compared with Conventional Therapy in Patients with Stroke: Preliminary Results on a Daily Task Assessed Using Motion Analysis
    Germanotta, Marco
    Cortellini, Laura
    Insalaco, Sabina
    Aprile, Irene
    SENSORS, 2023, 23 (06)
  • [40] A RANDOMIZED CONTROLLED TRIAL ON THE EFFECTS OF OCCUPATIONAL THERAPY INTERVENTIONS USING PATIENT-CENTERED ROBOT-ASSISTED REHABILITATION FOR FUNCTIONAL IMPROVEMENT IN SUBACUTE STROKE PATIENTS
    Yoon, Daeseok
    Lee, Seungbok
    Cho, Sang-Hyun
    Park, Haeyean
    Kim, Jongbae
    JOURNAL OF MECHANICS IN MEDICINE AND BIOLOGY, 2021, 21 (09)