Trajectory Planning of a Redundant Space Manipulator Based on Improved Hybrid PSO Algorithm

被引:0
|
作者
Zhang, Jianxia [1 ]
Wei, Xiaopeng [1 ]
Zhou, Dongsheng [2 ]
Zhang, Qiang [2 ]
机构
[1] Dalian Univ Technol, Sch Mech Engn, Dalian 116024, Peoples R China
[2] Dalian Univ, Key Lab Adv Design & Intelligent Comp, Minist Educ, Dalian 116622, Peoples R China
基金
中国国家自然科学基金;
关键词
ROBOT; TRACKING;
D O I
暂无
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
The rapid development of aerospace technology means that the roles of space robots are becoming important. In order to reduce fuel consumption and successfully accomplish on-orbit service tasks, the base attitude disturbance should be as small as possible. When the particle swarm optimization (PSO) algorithm based trajectory planning method is applied to solve the problem, it is falling into local optimum easily and obtaining the optimal solution hardly. To solve the issue, the improved hybrid PSO (IHPSO) algorithm based trajectory planning method in this paper for a redundant manipulator is presented. Firstly, a three-dimensional model of the spherical-round-spherical (S-R-S) redundant space manipulator, which has seven degrees of freedom, is designed by Solid Works 2013. Secondly, a kinematics model is established through the Denavit-Hartenberg (D-H) parameter method. In order to prevent singularities appearing in the calculation process, the positive kinematics equation combined with the generalized Jacobian matrix are adopted to deduce the kinematic equations for the space manipulator. Thirdly, the 5-order sine function method is employed to describe the trajectory of joint angles. Finally, the unknown parameters of trajectory are solved optimally by the proposed IHPSO algorithm. The experimental results verify that the proposed IHPSO algorithm is more productive than the PSO algorithm and the linear decreasing weight PSO (Lin-WPSO) algorithm in solving the optimal parameters. The proposed IHPSO algorithm based trajectory planning method can plan a satisfying trajectory under minimizing base attitude disturbance for a redundant manipulator.
引用
收藏
页码:419 / 425
页数:7
相关论文
共 50 条
  • [1] Research on Trajectory Tracking Method of Redundant Manipulator Based on PSO Algorithm Optimization
    Xu, Shifu
    Jiang, Yanan
    CMES-COMPUTER MODELING IN ENGINEERING & SCIENCES, 2020, 125 (01): : 401 - 415
  • [2] Trajectory planning of vibration suppression for rigid-flexible hybrid manipulator based on PSO algorithm
    Xu, Wen-Fu
    Xu, Chao
    Meng, De-Shan
    Xu, W.-F. (wfxu@hit.edu.cn), 1600, Northeast University (29): : 632 - 638
  • [3] Trajectory planning of redundant manipulator using genetic algorithm
    Konishi, Y
    Ishigaki, H
    Kita, S
    INTERNATIONAL JOURNAL OF THE JAPAN SOCIETY FOR PRECISION ENGINEERING, 1995, 29 (03): : 261 - 262
  • [4] The Precollision Trajectory Planning of Redundant Space Manipulator for Capture Task
    Zhang, Long
    Jia, Qingxuan
    Chen, Gang
    Sun, Hanxu
    ADVANCES IN MECHANICAL ENGINEERING, 2014,
  • [5] Multitask-Based Trajectory Planning for Redundant Space Robotics Using Improved Genetic Algorithm
    Zhao, Suping
    Zhu, Zhanxia
    Luo, Jianjun
    APPLIED SCIENCES-BASEL, 2019, 9 (11):
  • [6] Optimized trajectory tracking control of the clearance manipulator based on improved PSO algorithm
    Yang, Lirong
    Li, Jiajun
    Zhou, Xiaoyun
    Jiang, Chuan
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE, 2022, 236 (12) : 6424 - 6439
  • [7] Serial Manipulator Time-Jerk Optimal Trajectory Planning Based on Hybrid IWOA-PSO Algorithm
    Zhao, Jing
    Zhu, Xijing
    Song, Tianjiao
    IEEE ACCESS, 2022, 10 : 6592 - 6604
  • [8] Lower Distortion in Trajectory planning for a Rigid-flexible Manipulator Based on PSO Algorithm
    Yin, Hai Bin
    Jiang, Ni Cong
    Xu, Jin Li
    Huang, Feng Yun
    MECHATRONICS AND APPLIED MECHANICS II, PTS 1 AND 2, 2013, 300-301 : 458 - +
  • [9] An Optimization Algorithm for Trajectory Planning of a 7-Dof Redundant Manipulator
    Lu, Hanchen
    Zhou, Xiaodong
    Li, Rui
    2016 IEEE CHINESE GUIDANCE, NAVIGATION AND CONTROL CONFERENCE (CGNCC), 2016, : 2016 - 2021
  • [10] Trajectory Planning of Free-floating Space Robot Using an Improved PSO Algorithm
    Zhu, Zhanxia
    Zhong, Jianfei
    Jing, Sa
    Tang, Biwei
    PROCEEDINGS OF 2018 IEEE 4TH INFORMATION TECHNOLOGY AND MECHATRONICS ENGINEERING CONFERENCE (ITOEC 2018), 2018, : 580 - 585