Optimization of a Robotic Manipulation Path by an Evolution Strategy and Particle Swarm Optimization

Francis Murillo, Tobias Neuenschwander, Rolf Dornberger, T. Hanne
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引用次数: 1

Abstract

This research work focusses on the optimization of a robotic manipulation problem. The problem is modeled with the robot simulation software V-REP. The objectives are the optimization movement path of the robot and its robotic arm for certain positions and orientations with respect to energy consumption. The paper compares an evolution strategy with particle swarm optimization to minimize deviations of position and orientation while using forward kinematics. Experiments to evaluate the algorithms are presented and discussed.
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基于进化策略和粒子群算法的机器人操作路径优化
本研究的重点是机器人操作问题的优化。利用机器人仿真软件V-REP对问题进行建模。目标是机器人及其机械臂在一定位置和方向上的运动路径在能量消耗方面的优化。在利用正运动学的情况下,将进化策略与粒子群优化策略进行了比较,以最小化位置和方向的偏差。给出并讨论了评估算法的实验。
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