基于覆盖路径规划(CPP)算法的初始位置选择优化

Chenghao Li
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引用次数: 0

摘要

覆盖路径规划(CPP)的任务是生成满足到达特定房间每个可能区域条件的路径。房间被划分成网格,网格的大小与在空间中移动的目标相同。CPP算法基本上分为经典算法和启发式算法。本文重点研究了一种基于启发式的算法A*,并应用四种启发式映射函数来生成覆盖路径。然后,将每个网格视为路径生成的初始点,并比较生成的步数和总步数的代价。除了搜索覆盖整个地图的路径外,本文所讨论的算法的最终目标是在所有网格中选择最佳初始点。此步骤确保算法生成的有效路径是最短或最具商业价值的结果。
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Optimization of the initial position selection based on the Coverage Path Planning (CPP) algorithm
The task of Coverage Path Planning (CPP) is to generate a route that satisfies the condition of reaching every possible area of a specific room. The room is divided into grids whose sizes are the same as the target moving in the space. Basically, CPP algorithms are classified into classical algorithms and heuristic-based algorithms. This paper focuses on one of the heuristic-based algorithms, A*, and applies four heuristic mapping functions to generate the coverage path. Subsequently, every grid is considered as the initial point where the path is generated, and the resulting steps and the cost of the total steps are compared. Besides searching for the routes available to cover the whole map, the ultimate target of the algorithm under discussion is to select the best initial point among all of the grids. This step ensures that the valid path generated by the algorithm is the shortest or the most commercial result.
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