µ-Planner:一种基于无监督自动机语言测度的机器人路径规划方法

E. Carvalho, E. Freire, L. Molina, J. M. Filho
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引用次数: 0

摘要

摘要:本文提出了一种基于语言测度的机器人路径规划器μ-planner。工作空间在占用网格图中离散化,我们通过考虑与机器人运动相关的事件如何将其带到不同的单元(离散位置)来对系统进行建模。计算出的语言测量值对应于一个梯度,机器人可以通过选择将其带到具有更高测量值的状态的事件来使用该梯度到达目的地。利用Lapace方程和调和函数的概念证明了我们的方法保证了语言测度的存在性和单调性。所提出的方法简单且计算成本低廉,并保证了从任何可访问状态到目的地的路径的存在。已经进行了考虑不同场景的实验,以验证和比较μ-planner与类似方法。
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µ-Planner: A Robot Path Planning Approach Based on Language Measure of Unsupervised Automata
Abstract: This paper proposes a robot path planner based on language measure, μ-planner. Workspace is discretized in a occupancy grid map and we model the system by considering how events, associated to robot’s motions, take it to different cells (discrete positions). The calculated language measure values corresponds to a gradient, which the robot can use reach its destination by choosing events that take it to states with higher measure values. Concepts of Lapace’s equation and harmonic functions are used to prove that our method guarantees both the existence and monotonicity of language measure. The proposed method is simple and computationally inexpensive and guarantees existence of path from any co-accessible state to the destination. Experiments considering different scenarios have been performed to validate and compare μ-planner with similar methods.
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