The Optimization of Genetic Algorithm Based on Hydraulic Cylinder Position of the Exoskeleton Robot

被引:0
|
作者
Yue Qingchao [1 ]
Zheng Yi [2 ]
Su Hang [2 ]
Zhong Peisi [2 ]
Liu Kunhua [2 ]
机构
[1] Qingdao Huang Hai Univ, Sanding 66427, Peoples R China
[2] Shandong Univ Sci & Technol, Coll Mech & Elect Engn, Qingdao 266590, Shandong, Peoples R China
来源
PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON AUTOMATIC CONTROL AND INFORMATION ENGINEERING (ICACIE) | 2016年 / 64卷
关键词
The exoskeleton robot; Genetic algorithm; Mathematical model; Nonlinear programming; Optimization;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Human walking with multiple joints movement, The degrees of freedom is more, Movement is complicated, multiobjective and multiple constraints of continuous function, Common optimization algorithm is required more design variables and large range of computing information, convergence difficulties are existed in these methods, easy to be fell into local extremum, making the optimization results appear deviation. In order to solve optimization problem of continuous function, the mathematical model of hydraulic cylinder and the key joints about exoskeleton robot is established, improved genetic algorithm which combined a nonlinear programming problem with genetic algorithm is applied to optimize exoskeleton mathematical model, the installation position size of the hydraulic cylinder and hydraulic cylinder work pressure was received, And the optimization results are further analyzed to get the final hydraulic cylinder position size.
引用
收藏
页码:88 / 91
页数:4
相关论文
共 50 条
  • [41] Layout design and optimization of industrial robot automated production line based on genetic algorithm
    Zhang, Yang
    JOURNAL OF COMPUTATIONAL METHODS IN SCIENCES AND ENGINEERING, 2023, 23 (01) : 469 - 484
  • [42] An Improved Optimization Algorithm for Timed Petri Net Based on Genetic Algorithm
    Li Tingpeng
    Wang Nantian
    Li Yue
    Qian Yanling
    PROCEEDINGS OF THE 2016 3RD INTERNATIONAL CONFERENCE ON MATERIALS ENGINEERING, MANUFACTURING TECHNOLOGY AND CONTROL, 2016, 67 : 956 - 965
  • [43] A Joint Optimization Method of Genetic Algorithm and Numerical Algorithm Based on MATLAB
    Zhang, Jingjun
    Zhong, Jitao
    Gao, Ruizhen
    He, Lili
    ICIEA 2010: PROCEEDINGS OF THE 5TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOL 3, 2010, : 338 - 343
  • [44] Fuzzy logic control for a hydraulic hybrid excavator based on torque prediction and genetic algorithm optimization
    Zhou, Hua
    Zhao, Peng-Yu
    Chen, Ying-Long
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART D-JOURNAL OF AUTOMOBILE ENGINEERING, 2018, 232 (08) : 983 - 994
  • [45] Optimization design of electro hydraulic servo-system PID parameters based on genetic algorithm
    Zhang, J. J.
    Wang, J.
    Jing, L. L.
    INTERNATIONAL VIEW LOCAL DESIGN MULTI-DISCIPLINE FUSION-CAID & CD' 2007, 2007, : 329 - 332
  • [46] Routing Optimization in Triathlon Venue based on Genetic Algorithm
    Zhu, Jie
    Hao, Yan
    Lian, Wei
    Yue, Xiang
    PROCEEDINGS OF 2009 INTERNATIONAL CONFERENCE OF MANAGEMENT ENGINEERING AND INFORMATION TECHNOLOGY, VOLS 1 AND 2, 2009, : 592 - 596
  • [47] A Method of Optimization Based Human Dynamic Simulation for Exoskeleton Robot Design and Assessment
    Chung, Hyun-Joon
    Choi, Jae Yeon
    Chung, Goobong
    2016 13TH INTERNATIONAL CONFERENCE ON UBIQUITOUS ROBOTS AND AMBIENT INTELLIGENCE (URAI), 2016, : 476 - 481
  • [48] Optimization of Milling Parameter based on Modified Genetic Algorithm
    Zhang, Jingying
    Pang, Siqin
    Yu, Qixun
    MACHINING AND ADVANCED MANUFACTURING TECHNOLOGY X, 2010, 431-432 : 531 - 534
  • [49] The optimization for PID controller parameters based on Genetic Algorithm
    Niu Xiang-jie
    APPLIED SCIENCE, MATERIALS SCIENCE AND INFORMATION TECHNOLOGIES IN INDUSTRY, 2014, 513-517 : 4102 - 4105
  • [50] Genetic Algorithm Based Optimization of Wing Rotation in Hover
    Gehrke, Alexander
    de Guyon-Crozier, Guillaume
    Mulleners, Karen
    FLUIDS, 2018, 3 (03):