Sensor-Based Coverage for Demining: Exact Cellular Decompositions and Uncertain Detectors

H. Choset, Ercan U. Acar, Yangang Zhang, M. Schervish
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Abstract

Coverage path planning is the determination of a path that a robot must take in order to pass itself, a detector, or some other effector over each point in an environment. Applications include demining, floor scrubbing, and inspection. In previous work, we developed the boustrophedon cellular decomposition, an exact cellular decomposition approach, for the purposes of coverage. Each cell in the boustrophedon decomposition is covered with simple back and forth motions. Therefore, coverage is reduced to finding an exhaustive path through a graph that represents the adjacency relationships of the cells in the boustrophedon decomposition. Such a path will ensure that a detector passes over all points in the environment, but it does not guarantee that all ordnance is indeed detected because mine detectors have error. Therefore, we also consider probabilistic methods to determine paths for the robot to maximize the likelihood of detecting all ordnance in a target location using a priori known information.
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基于传感器的排雷覆盖:精确细胞分解和不确定检测器
覆盖路径规划是确定机器人必须采取的路径,以便通过环境中的每个点,探测器或其他效应器。应用包括排雷,地板擦洗和检查。在以前的工作中,我们开发了一种精确的细胞分解方法,用于覆盖。腐肉分解过程中的每个细胞都有简单的前后运动。因此,覆盖被简化为通过表示boustrophedon分解中细胞邻接关系的图找到穷尽路径。这样的路径将确保探测器通过环境中的所有点,但它不能保证确实探测到所有弹药,因为地雷探测器有误差。因此,我们还考虑概率方法来确定机器人的路径,以最大限度地利用先验已知信息在目标位置检测到所有弹药的可能性。
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