Kinematic design optimization of a parallel ankle rehabilitation robot using modified genetic algorithm

被引:82
|
作者
Jamwal, Prashant Kumar [1 ]
Xie, Shengquan [1 ]
Aw, Kean C. [1 ]
机构
[1] Univ Auckland, Dept Mech Engn, Auckland 1010, New Zealand
关键词
Ankle rehabilitation; Soft parallel robot; Workspace analysis; Design optimization; Modified genetic algorithm; MECHANISM;
D O I
10.1016/j.robot.2009.07.017
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Rehabilitation robotics is an evolving area of active research and recently novel mechanisms have been proposed to reinstate complex human movements. Parallel robots are of particular interest to researchers since they are rigid and can provide enough load capacity for human joint movements This paper proposes a soft parallel robot (SPR) for ankle joint rehabilitation. Kinematic workspace analysis is carried out and the singularity criterion of the SPR's Jacobian matrix is used to define the feasible workspace. A global conditioning number (GCN) is defined using the Jacobian matrix as a performance index for the evaluation of the robot design. An optimization problem is formulated to minimize the GCN using modified genetic algorithm (CA). Results from simple CA and modified CA are compared and discussed. As a result of the optimization. an optimal robot design is obtained which has a near unity UN with almost uniform distribution in the entire feasible workspace of the robot. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:1018 / 1027
页数:10
相关论文
共 50 条
  • [1] Design and Kinematic Analysis of Parallel Robot for Ankle Rehabilitation
    Aman, Muhammad Nazrin Shah Bin Shahrol
    Bin Basah, Shafriza Nisha
    [J]. ADVANCED RESEARCH IN MATERIAL SCIENCE AND MECHANICAL ENGINEERING, PTS 1 AND 2, 2014, 446-447 : 1279 - 1284
  • [2] Three-Stage Design Analysis and Multicriteria Optimization of a Parallel Ankle Rehabilitation Robot Using Genetic Algorithm
    Jamwal, Prashant K.
    Hussain, Shahid
    Xie, Sheng Q.
    [J]. IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2015, 12 (04) : 1433 - 1446
  • [3] Kinematic Design of a Parallel Ankle Rehabilitation Robot for Sprained Ankle Physiotherapy
    Wang, Yongfeng
    Mei, Zhanyong
    Xu, Jiali
    Zhao, Guoru
    [J]. 2012 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS (ROBIO 2012), 2012,
  • [4] Kinematic and dynamic design and optimization of a parallel rehabilitation robot
    Ivvan Valdez, S.
    Gutierrez-Carmona, Irandi
    Keshtkar, Sajjad
    Hernandez, Eusebio E.
    [J]. INTELLIGENT SERVICE ROBOTICS, 2020, 13 (03) : 365 - 378
  • [5] Kinematic and dynamic design and optimization of a parallel rehabilitation robot
    S. Ivvan Valdez
    Irandi Gutierrez-Carmona
    Sajjad Keshtkar
    Eusebio E. Hernandez
    [J]. Intelligent Service Robotics, 2020, 13 : 365 - 378
  • [6] Multi-objective Optimization of a Parallel Ankle Rehabilitation Robot Using Modified Differential Evolution Algorithm
    WANG Congzhe
    FANG Yuefa
    GUO Sheng
    [J]. Chinese Journal of Mechanical Engineering., 2015, 28 (04) - 715
  • [7] Multi-objective optimization of a parallel ankle rehabilitation robot using modified differential evolution algorithm
    Congzhe Wang
    Yuefa Fang
    Sheng Guo
    [J]. Chinese Journal of Mechanical Engineering, 2015, 28 : 702 - 715
  • [8] Multi-objective Optimization of a Parallel Ankle Rehabilitation Robot Using Modified Differential Evolution Algorithm
    WANG Congzhe
    FANG Yuefa
    GUO Sheng
    [J]. Chinese Journal of Mechanical Engineering, 2015, (04) : 702 - 715
  • [9] Multi-objective Optimization of a Parallel Ankle Rehabilitation Robot Using Modified Differential Evolution Algorithm
    Wang Congzhe
    Fang Yuefa
    Guo Sheng
    [J]. CHINESE JOURNAL OF MECHANICAL ENGINEERING, 2015, 28 (04) : 702 - 715
  • [10] Multicriteria Design Optimization of a Parallel Ankle Rehabilitation Robot: Fuzzy Dominated Sorting Evolutionary Algorithm Approach
    Jamwal, Prashant K.
    Hussain, Shahid
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2016, 46 (05): : 589 - 597