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Multi-criteria Manipulator Trajectory Optimization Based on Evolutionary Algorithms

机译:基于进化算法的多准则机械臂轨迹优化

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摘要

This paper proposes a method, based on a genetic algorithm, to generate smoth manipulator trajectories in a multi-objective perspective. The method uses terms proportional to the integral of the squared displacements in order to eliminate the jerk movement. In this work, the algorithm, based on NSGA-II and maximin sorting schemes, considers manipulators of two, three and four rotational axis (2R, 3R, 4R). The efficiency of the algorithm is evaluated, namely the extension of the front and the dispersion along the front. The effectiveness and capacity of the proposed approach are shown through simulations tests.
机译:本文提出了一种基于遗传算法的多目标视角的平滑机械手轨迹生成方法。该方法使用与平方位移的积分成比例的项,以消除跳动。在这项工作中,该算法基于NSGA-II和maximin排序方案,考虑了两个,三个和四个旋转轴(2R,3R,4R)的操纵器。评估算法的效率,即前沿的扩展和沿前沿的离散。通过仿真测试表明了该方法的有效性和能力。

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