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Nonholonomic motion planning for minimizing base disturbances of space manipulators based on multi-swarm PSO

机译:基于多群PSO的非完整运动规划,用于最小化空间操纵器的基本干扰

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摘要

Because space manipulators must satisfy the law of conservation of momentum, any motion of a manipulator within a space-manipulator system disturbs the position and attitude of its free-floating base. In this study, the authors have designed a multi-swarm particle swarm optimization (PSO) algorithm to address the motion planning problem and so minimize base disturbances for 6-DOF space manipulators. First, the equation of kinematics for space manipulators in the form of a generalized Jacobian matrix (GJM) is introduced. Second, sinusoidal and polynomial functions are used to parameterize joint motion, and a quaternion representation is used to represent the attitude of the base. Moreover, by transforming the planning problem into an optimization problem, the objective function is analyzed and the proposed algorithm explained in detail. Finally, numerical simulation results are used to verify the validity of the proposed algorithm.
机译:因为空间操纵器必须满足动量守恒定律,所以空间操纵器系统中操纵器的任何运动都会干扰其自由浮动基座的位置和姿态。在这项研究中,作者设计了一种多群粒子群优化(PSO)算法来解决运动计划问题,从而最大程度地减少6自由度空间机械臂的基本干扰。首先,以广义雅可比矩阵(GJM)的形式介绍了空间操纵器的运动学方程。其次,使用正弦函数和多项式函数对关节运动进行参数化,并使用四元数表示法表示基座的姿态。此外,通过将计划问题转化为优化问题,分析了目标函数并详细说明了所提出的算法。最后,通过数值仿真结果验证了所提算法的有效性。

著录项

  • 来源
    《Robotica》 |2017年第4期|861-875|共15页
  • 作者单位

    Dalian Univ, Minist Educ, Key Lab Adv Design & Intelligent Comp, Dalian 116622, Peoples R China;

    Dalian Univ, Minist Educ, Key Lab Adv Design & Intelligent Comp, Dalian 116622, Peoples R China;

    Dalian Univ, Minist Educ, Key Lab Adv Design & Intelligent Comp, Dalian 116622, Peoples R China;

    Dalian Univ, Minist Educ, Key Lab Adv Design & Intelligent Comp, Dalian 116622, Peoples R China|Dalian Univ Technol, Coll Comp Sci, Dalian 116024, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Space manipulators; Free-floating base; Multi-swarm PSO; Minimizing base disturbance; Nonholonomic motion planning;

    机译:空间操纵器;自由浮动基座;多群PSO;最小化基座干扰;非完整运动计划;

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