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Research on Trajectory Tracking Method of Redundant Manipulator Based on PSO Algorithm Optimization

机译:基于PSO算法优化的冗余机械手轨迹跟踪方法研究

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Aiming at the problem that the trajectory tracking performance of redundant manipulator corresponding to the target position is difficult to optimize, the trajectory tracking method of redundant manipulator based on PSO algorithm optimization is studied. The kinematic diagram of redundant manipulator is created, to derive the equation of motion trajectory of redundant manipulator end. Pseudo inverse Jacobi matrix is used to solve the problem of manipulator redundancy. Based on the tracking ellipse of redundant manipulator, the tracking shape of redundant manipulator is determined with the overall tracking index as the second index, and the optimization method of tracking index is proposed. The redundant manipulator contour is located by active contour model, on this basis, combined with particle swarm optimization algorithm, the point coordinates on the circumference with the relevant joint point as the center and joint length as the radius are selected as the algorithm particles for iteration, and the optimal tracking results of the overall redundant manipulator trajectory are obtained. The experimental results show that under the proposed method, the tracking error of the redundant manipulator is low, and the error jump range is small. It shows that this method has high tracking accuracy and reliability.
机译:旨在解决与目标位置对应的冗余机械手的轨迹跟踪性能难以优化,研究了基于PSO算法优化的冗余机械手的轨迹跟踪方法。创建冗余机械手的运动图,以导出冗余机械手末端的运动轨迹的方程。 Pseudo逆jacobi矩阵用于解决机械手冗余问题。基于冗余操纵器的跟踪椭圆形,用整体跟踪指数作为第二索引确定冗余机械手的跟踪形状,提出了跟踪索引的优化方法。冗余机械手轮廓位于主动轮廓模型,在此基础上,结合粒子群优化算法,在圆周上与相关的关节点相坐标,随着半径的中心和关节长度被选为迭代的算法粒子并且获得了总冗余机械手轨迹的最佳跟踪结果。实验结果表明,在该方法下,冗余机械手的跟踪误差低,跳转范围很小。结果表明,该方法具有高的跟踪精度和可靠性。

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