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首页> 外文期刊>IEEE transactions on systems, man, and cybernetics. Part B, Cybernetics >Real-time map building and navigation for autonomous robots inunknown environments
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Real-time map building and navigation for autonomous robots inunknown environments

机译:未知环境中自主机器人的实时地图构建和导航

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An algorithmic solution method is presented for the problem ofnautonomous robot motion in completely unknown environments. Our approachnis based on the alternate execution of two fundamental processes: mapnbuilding and navigation. In the former, range measures are collectednthrough the robot exteroceptive sensors and processed in order to buildna local representation of the surrounding area. This representation isnthen integrated in the global map so far reconstructed by filtering outninsufficient or conflicting information. In the navigation phase, annA*-based planner generates a local path from the current robot positionnto the goal. Such a path is safe inside the explored area and provides andirection for further exploration. The robot follows the path up to thenboundary of the explored area, terminating its motion if unexpectednobstacles are encountered. The most peculiar aspects of our method arenthe use of fuzzy logic for the efficient building and modification ofnthe environment map, and the iterative application of A*, a completenplanning algorithm which takes full advantage of local information.nExperimental results for a NOMAD 200 mobile robot show the real-timenperformance of the proposed method, both in static and moderatelyndynamic environments
机译:针对完全未知环境下机器人自主运动的问题,提出了一种算法求解方法。我们的方法基于两个基本过程的交替执行:映射构建和导航。在前一种方法中,通过机器人的外在感受器收集距离测量值并进行处理,以建立周围区域的局部表示。到目前为止,该表示还没有集成到全局地图中,通过过滤出不足或冲突的信息来重建。在导航阶段,基于anA *的计划器会生成从当前机器人位置到目标的本地路径。这样的路径在勘探区域内部是安全的,并提供了进一步勘探的方向。机器人会沿着路径到达探索区域的边界,如果遇到意外的障碍物,则会终止其运动。我们的方法最特殊的方面是使用模糊逻辑有效构建和修改环境图,以及迭代应用A *,这是一种充分利用本地信息的完善规划算法。nNOMAD 200移动机器人的实验结果表明静态和中等动态环境中所提出方法的实时性能

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