A comparison of sampling-based path planners for a grape vine pruning robot arm

S. Paulin, T. Botterill, Jessica Lin, Xiaoqi Chen, R. Green
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引用次数: 16

Abstract

We compare eight commonly used path planning algorithms on a robot arm for pruning grape vines. Pruning grape vines involves planning a path that reaches into cluttered regions and through narrow passages. These problems are known to be difficult for sampling based planners. We show that the choice of milestone expansion method has more of an effect on path planner performance than search directionality or laziness. We found the Rapidly Expanding Random Trees algorithm and its variations had the best overall performance.
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基于采样的葡萄藤修剪机械臂路径规划器的比较
我们比较了八种常用的路径规划算法在机械臂上修剪葡萄藤。修剪葡萄藤需要规划一条通往杂乱区域和狭窄通道的路径。这些问题对于基于抽样的计划者来说是很困难的。我们证明了里程碑展开方法的选择比搜索方向或懒惰对路径规划器性能的影响更大。我们发现快速扩展随机树算法及其变体具有最佳的整体性能。
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