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A Reasonable Path Planning via Path Energy Minimization

机译:通过路径能量最小化进行合理的路径规划

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This paper presents a path planning method by path energy minimizing that enables mobile robots to move smoothly in the real world with optimizing path shape for shortest distance or minimum curvature. It also enables robots to travel safely toward a destination because pedestrian motion prediction is embedded in path planning. This path planning method is based on problems experienced in a robot competition called Tsukuba Challenge. The problems involved nonsmooth motion arising from finite path patterns in A~* algorithm, stuck motion arising from frequently path switching, and near misses arising from nonpredictive planning. Our path planning method minimizes pathshape energy defined as the connection between path points. Minimizing energy provides smooth paths and avoids path switching. We propose a path planning method with prediction of dynamic obstacle motion embedded to avoid near misses. Experimental results showed improvements in solving these problems.
机译:本文提出了一种通过最小化路径能量的路径规划方法,该方法使移动机器人能够在最短距离或最小曲率下优化路径形状,从而在现实世界中平稳移动。由于行人运动预测已嵌入路径规划中,因此它还使机器人能够安全地前往目的地。这种路径规划方法基于称为“筑波挑战”的机器人竞赛中遇到的问题。这些问题涉及到A〜*算法中有限路径模式引起的不平稳运动,频繁路径切换引起的卡死运动以及非预测性计划引起的差错。我们的路径规划方法最大程度地减少了定义为路径点之间连接的路径形状能量。最小化能量可提供平滑的路径并避免路径切换。我们提出了一种路径规划方法,其中嵌入了动态障碍物运动的预测,以避免近距离失误。实验结果表明,在解决这些问题方面有所改进。

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