Optics and Precision Engineering, Volume. 31, Issue 24, 3595(2023)

Trajectory tracking and obstacle avoidance of a redundant robotic manipulator based on the improved grey wolf optimizer

Jingkai CUI1...2, Yufei ZHOU1,2, Shunfeng HE1,2, Zhenbang XU1 and Mingchao ZHU1,* |Show fewer author(s)
Author Affiliations
  • 1Changchun Institute of Optics, Fine Mechanics and Physics,Chinese Academy of Sciences, Changchun30033, China
  • 2University of Chinese Academy of Sciences, Beijing100049, China
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    Figures & Tables(14)
    Configuration diagram of a 9-DOF redundant robotic manipulator
    Model of obstacle avoidance space
    Flowchart of improved grey wolf optimizer
    Configuration changes when obstacle avoidance function is turned off
    Configuration changes when obstacle avoidance function is turned on
    Motion trajectory for Λ=0.02
    Trajectory tracking error for Λ=0.02
    Minimum distance between the links and the obstacle
    Convergence curve of optimizer
    Experimental platform for the 9-DOF redundant robotic manipulator
    Photos of experimental results of trajectory tracking and obstacle avoidance
    Motion trajectories obtained from the experiment
    • Table 1. Comparison results of tracking errors

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      Table 1. Comparison results of tracking errors

      算法平均值最小值最大值标准差
      经典GWO0.2434.56×10-62.030.682
      改进GWO0.2113.12×10-61.170.480
    • Table 2. Comparison between the proposed method and traditional methods

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      Table 2. Comparison between the proposed method and traditional methods

      基于雅可比矩阵伪逆的传统方法基于改进灰狼算法的避障跟踪优化器
      跟踪通过雅可比伪逆将末端位姿映射到关节空间通过适应度函数搜索满足末端位姿的最优关节配置
      避障将避障设置为不等式约束,淘汰不可行解将避障设置为奖励项,搜索最优避障构型
      计算量随自由度增加,雅可比伪逆的计算量显著增加无需计算雅可比伪逆,计算量较小
      通用性依赖于机械臂构型和自由度,通用性弱适用于任意构型和自由度的机械臂,通用性强
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    Jingkai CUI, Yufei ZHOU, Shunfeng HE, Zhenbang XU, Mingchao ZHU. Trajectory tracking and obstacle avoidance of a redundant robotic manipulator based on the improved grey wolf optimizer[J]. Optics and Precision Engineering, 2023, 31(24): 3595

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    Paper Information

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    Received: May. 9, 2023

    Accepted: --

    Published Online: Jan. 5, 2024

    The Author Email: ZHU Mingchao (mingchaozhu@gmail.com)

    DOI:10.37188/OPE.20233124.3595

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