基于虚拟机械臂和动态窗口法的轮式移动机器人局部路径规划方法

Masato Kobayashi, N. Motoi
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引用次数: 7

摘要

提出了一种基于虚拟机械臂和动态窗口法的轮式移动机器人局部路径规划方法。在诸如动态窗口法(DWA)等传统研究中,移动机器人在动态和静态环境中都遵循期望的路径并避开障碍物。然而,DWA在假设速度恒定的情况下计算预测路径。从这些预测路径中,使用代价函数选择最佳路径。由于DWA假设速度为恒定值,因此多个候选路径不能产生柔性运动。因此,生成不与障碍物碰撞的路径可能是不可能的。为了解决这些问题,本文提出了一种基于虚拟机械臂和动态窗口法的局部路径规划方法。该方法在计算基于DWA的路径规划时考虑了虚拟机械臂。因此,可以使用变速值作为预测路径。VMDWA从预测路径的多次计算中选择最优路径。仿真结果验证了该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Local Path Planning Method Based on Virtual Manipulators and Dynamic Window Approach for a Wheeled Mobile Robot
This paper proposes a local path planning method based on virtual manipulators and dynamic window approach (VMDWA) for a wheeled mobile robot. In the conventional researches such as the dynamic window approach (DWA), the mobile robot follows the desired path and avoids obstacles in the dynamic and static environment. However, DWA calculates the predicted path assuming the constant velocities. From these predicted paths, the best path is selected using the cost function. Since the DWA assumes the constant value of velocities, multiple candidates of paths cannot generate flexible movements. Therefore, it may not be possible to generate the path that does not collide with obstacles. To solve these problems, this paper proposes the local path planning method based on virtual manipulators and dynamic window approach (VMDWA). In the proposed method, virtual manipulators are taken into account at the calculation of the path planning based on DWA. Therefore, it is possible to use the variable velocities values for the predictive paths. VMDWA selects the optimal path from the several calculations of predictive paths. The simulation results confirmed the effectiveness of the VMDWA.
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