Research on the Forward Kinematics of Stewart Platform Using Memetic Algorithms

被引:1
|
作者
Zhang Yu-hui [1 ]
Guan Li-wen [1 ]
Wang Li-ping [1 ]
Hua Yongzhi [1 ]
机构
[1] Tsinghua Univ, Dept Precis Instruments, Beijing 100084, Peoples R China
关键词
Stewart Platform; Parallel Manipulator; Forward Kinematics; Memetic Algorithms; PARALLEL MANIPULATORS;
D O I
10.4028/www.scientific.net/AMM.268-270.1416
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The forward kinematics analysis of parallel manipulator is a difficult issue, which has been studied by many researchers recently. In this paper, in order to solve the difficult issue, a new computing method with higher calculation accuracy, good operation steadiness and faster speed is mentioned. Firstly, the mathematical model of direct kinematics of the Stewart platform is founded, which is nonlinear equations. Secondly, with the rapid development of artificial intelligence technology, Memetic algorithms (MA) are applied to solve the systems of nonlinear equations more and more, replacing the traditional algorithms. MA is a kind of meta-heuristic algorithm combined genetic algorithms (GA) with local search at the end of iteration. Finally, the validity of this algorithm has been testified by simulating iteration operation. The numerical simulation shows that MA can surely and rapidly get global optimum solution and greatly improve convergence rate. Thereby, MA can be widely used as a general-purpose algorithm for solving the forward kinematics of parallel mechanism.
引用
收藏
页码:1416 / 1421
页数:6
相关论文
共 50 条
  • [1] Forward kinematics solution of Stewart platform using neural networks
    Yee, CS
    Lim, KB
    NEUROCOMPUTING, 1997, 16 (04) : 333 - 349
  • [2] Forward kinematics of general Stewart platform and the application
    Zhang, Hui
    Wang, Qiming
    Ye, Peiqing
    Wang, Jingsong
    Jixie Gongcheng Xuebao/Chinese Journal of Mechanical Engineering, 2002, 38 (SUPPL.): : 108 - 112
  • [3] Solving the forward kinematics problem of a Stewart platform using wavelet network
    Chen, W. S.
    Chen, H.
    Liu, J. K.
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2006, 13E : 2967 - 2970
  • [4] Forward kinematics of the Stewart platform using hybrid immune genetic algorithm
    Liu Sheng
    Li Wan-long
    Du Yan-chun
    Fang Liang
    IEEE ICMA 2006: PROCEEDING OF THE 2006 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS 1-3, PROCEEDINGS, 2006, : 2330 - +
  • [5] Optimal Forward Kinematics Modeling of Stewart Manipulator Using Genetic Algorithms
    Omran, A.
    Bayoumi, M.
    Kassem, A.
    El-Bayoumi, G.
    JORDAN JOURNAL OF MECHANICAL AND INDUSTRIAL ENGINEERING, 2009, 3 (04): : 280 - 292
  • [6] Forward kinematics in polynomial form of the general Stewart platform
    Innocenti, C
    JOURNAL OF MECHANICAL DESIGN, 2001, 123 (02) : 254 - 260
  • [7] A New Numerical Method for Stewart Platform Forward Kinematics
    Tang Zhiyong
    Ma Hu
    Pei Zhongcai
    Liu Lanbo
    Mang Jinhui
    PROCEEDINGS OF THE 35TH CHINESE CONTROL CONFERENCE 2016, 2016, : 6311 - 6316
  • [8] A fast, robust solution to the Stewart platform forward kinematics
    McAree, PR
    Daniel, RW
    JOURNAL OF ROBOTIC SYSTEMS, 1996, 13 (07): : 407 - 427
  • [9] The forward kinematics of the 6-6 Stewart platform using extra sensors
    Chen, Sung-Hua
    Fu, Li-Chen
    2006 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-6, PROCEEDINGS, 2006, : 4671 - +
  • [10] Forward Kinematics of the General Stewart-Gough Platform Using Grobner Basis
    Huang, Xiguang
    He, Guangpin
    2009 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS 1-7, CONFERENCE PROCEEDINGS, 2009, : 3557 - 3561