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Inverse kinematics of mobile manipulator using bidirectional particle swarm optimization by manipulator decoupling

机译:使用双向粒子群优化的移动操纵器的逆运动学通过机械手去耦

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摘要

This paper presents the solution to inverse kinematics of a mobile manipulator operating in both obstacle free environment and cluttered workspace. This work conceives an optimization problem using bidirectional particle swarm optimization method to obtain the inverse kinematics solution of the mobile manipulator. The bidirectional search algorithm helps to search for the solution faster than conventional unidirectional search. The novel manipulator decoupling technique proposed in this paper enables the system to carry out bidirectional search to find inverse kinematics. Collision detection and obstacle avoidance tasks are undertaken using the algorithm proposed in this work to avoid line type obstacles. A multi-objective optimization problem is formulated with minimum total joint movement as another objective function and collision avoidance as constraint. Numerical are experiments performed on a four degree of freedom manipulator mounted over a mobile base to illustrate the efficacy of the proposed method. (C) 2018 Elsevier Ltd. All rights reserved.
机译:本文介绍了在障碍物自由环境和杂乱的工作空间中运行的移动机械手的逆运动学的解决方案。这项工作采用双向粒子群优化方法构思了优化问题,以获得移动操纵器的逆运动学解决方案。双向搜索算法有助于将解决方案快于传统的单向搜索。本文提出的新颖的操纵器去耦技术使得系统能够进行双向搜索以找到逆运动学。使用本工作中提出的算法进行碰撞检测和障碍物避免任务,以避免线型障碍物。多目标优化问题被配制,具有最小总关节运动,作为另一个目标函数和碰撞避免作为约束。数值是在安装在移动基础上的四个自由机械手上进行的实验,以说明所提出的方法的功效。 (c)2018年elestvier有限公司保留所有权利。

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