Hybrid Taguchi DNA Swarm Intelligence for Optimal Inverse Kinematics Redundancy Resolution of Six-DOF Humanoid Robot Arms

被引:3
|
作者
Huang, Hsu-Chih [1 ]
Xu, Sendren Sheng-Dong [2 ]
Hsu, Huan-Shiuan [1 ]
机构
[1] Natl Ilan Univ, Dept Elect Engn, Yilan 26047, Taiwan
[2] Natl Taiwan Univ Sci & Technol, Grad Inst Automat & Control, Taipei 106, Taiwan
关键词
ALGORITHM;
D O I
10.1155/2014/358269
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper presents a hybrid Taguchi deoxyribonucleic acid (DNA) swarm intelligence for solving the inverse kinematics redundancy problem of six degree-of-freedom (DOF) humanoid robot arms. The inverse kinematics problem of the multi-DOF humanoid robot armis redundant and has no general closed-form solutions or analytical solutions. The optimal joint configurations are obtained by minimizing the predefined performance index in DNA algorithm for real-world humanoid robotics application. The Taguchi method is employed to determine the DNA parameters to search for the joint solutions of the six-DOF robot arms more efficiently. This approach circumvents the disadvantage of time-consuming tuning procedure in conventional DNA computing. Simulation results are conducted to illustrate the effectiveness and merit of the proposed methods. This Taguchi-based DNA ( TDNA) solver outperforms the conventional solvers, such as geometric solver, Jacobian-based solver, genetic algorithm (GA) solver and ant, colony optimization (ACO) solver.
引用
收藏
页数:9
相关论文
共 4 条
  • [1] Improved Inverse Kinematics Algorithm Using Screw Theory for a Six-DOF Robot Manipulator
    Chen, Qingcheng
    Zhu, Shiqiang
    Zhang, Xuequn
    INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2015, 12
  • [2] A Novel Inverse Kinematic Solution of a Six-DOF Robot Using Neural Networks Based on the Taguchi Optimization Technique
    Ibarra-Perez, Teodoro
    Manuel Ortiz-Rodriguez, Jose
    Olivera-Domingo, Fernando
    Guerrero-Osuna, Hector A.
    Gamboa-Rosales, Hamurabi
    del Rosario Martinez-Blanco, Ma
    APPLIED SCIENCES-BASEL, 2022, 12 (19):
  • [3] A hybrid swarm intelligence of artificial immune system tuned with Taguchi-genetic algorithm and its field-programmable gate array realization to optimal inverse kinematics for an articulated industrial robotic manipulator
    Huang, Hsu-Chih
    Xu, Sendren Sheng-Dong
    Wu, Chang Han
    ADVANCES IN MECHANICAL ENGINEERING, 2016, 8 (01)
  • [4] A hybrid swarm intelligence of artificial immune system tuned with Taguchi-genetic algorithm and its field-programmable gate array realization to optimal inverse kinematics for an articulated industrial robotic manipulator (vol 8, 1687814015626380, 2016)
    Huang, Hsu-Chih
    Xu, Sendren Sheng-Dong
    Wu, Chang Han
    ADVANCES IN MECHANICAL ENGINEERING, 2016, 8 (05):