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Design and evaluation of a lookup-table based collision-checking approach for fixed sets of mobile robot paths

机译:基于查找表的固定移动机器人路径碰撞检查方法的设计和评估

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摘要

Several existing mobile robot navigation systems adopt a fixed set of local paths to find traversable areas in the robot's neighborhood. In order to perform collision checking for these paths or - more generally - to compute a path cost, it is sometimes pre-computed offline which cells in a grid representation of the environment are visited by the robot for each of the paths, and these are stored in a lookup table. Then, in the online phase, just these pre-computed cells have to be checked to efficiently compute the cost and traversability of the paths. This paper presents an alternative for such collision and cost computation of paths by constructing the lookup table the other way around, by storing for all cells which paths pass through them instead of storing for all paths the cells they visit. The algorithm has been implemented and tested on several of our robotic wheelchairs. We show that this approach is almost always faster than the existing approach, and can result in considerable gains in memory and run-time computation.
机译:现有的几种移动机器人导航系统采用一组固定的本地路径来查找机器人附近的可穿越区域。为了对这些路径执行碰撞检查,或更一般而言,为了计算路径成本,有时会离线进行预先计算,机器人会针对每个路径访问环境的网格表示中的哪些单元格,这些是存储在查找表中。然后,在联机阶段,只需检查这些预先计算的单元即可有效地计算路径的成本和可遍历性。本文通过以另一种方式构造查找表,通过为所有通过其存储路径的单元存储而不是为所有路径存储它们访问的单元存储,来为路径的这种冲突和成本计算提供一种替代方法。该算法已在我们的多个机器人轮椅上实施和测试。我们表明,这种方法几乎总是比现有方法快,并且可以在内存和运行时计算方面获得可观的收益。

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