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Beyond Frontier Exploration

机译:除了前沿探索

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This article investigates the prerequisites for a global exploration strategy in an unknown environment on a virtual disaster site. Assume that a robot equipped with a laser range scanner can build a detailed map of a previous unknown environment. The remaining question is how to use this information on this map for further exploration. On a map several interesting locations can be present where the exploration can be continued, referred as exploration frontiers. Typically, a greedy algorithm is used for the decision which frontier to explore next. Such a greedy algorithm only considers interesting locations locally, focused to reduce the movement costs. More sophisticated algorithms also take into account the information that can be gained along each frontier. This shifts the problem to estimate the amount of unexplored area behind the frontiers on the global map. Our algorithm exploits the long range of current laser scanners. Typically, during the previous exploration a small number of laser rays already passed the frontier, but this number is too low to have major impact on the generated map. Yet, the few rays through a frontier can be used to estimate the potential information gain from unexplored area beyond the frontier.
机译:本文调查了在虚拟灾害现场上未知环境中全球勘探策略的先决条件。假设配备有激光范围扫描仪的机器人可以构建先前未知环境的详细地图。其余问题是如何在此地图上使用此信息以进行进一步探索。在地图上,可以存在几个有趣的位置,其中可以继续探索,称为探索前沿。通常,贪婪算法用于决定下一步探索的决定。这种贪婪算法仅考虑本地的有趣位置,专注于降低运动成本。更复杂的算法也考虑到每个边境都可以获得的信息。这会转变问题,以估计全球地图上边界边缘后面的未开发区域的数量。我们的算法利用了电流激光扫描仪的长范围。通常,在先前的探索期间,少数激光射线已经通过了前沿,但是该数量太低,不能对所生成的地图产生重大影响。然而,通过前沿的少数光线可用于估计超出边缘超出未探测区域的潜在信息增益。

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