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Searching for a one-dimensional random walker: Randomized strategy with energy budget

机译:寻找一维随机助步器:具有能量预算的随机策略

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In this paper we study the problem of designing search strategies to find a target whose motion is described by a random walk along a one-dimensional bounded environment. The sensing model and the characteristic of the environment require the searcher and the target to be on the same site at the same time to guarantee capture. The objective is to optimize the searcher's motion, given by a sequence of actions (move right, left or remain stationary), so that the probability of capturing the target is maximized. Each action is associated with an energy cost. The searcher strategy is constrained by a total energy budget. We propose a class of randomized strategies for which we provide an analytical expression for the capture probability as a function of a single parameter. We then use this expression to find the best strategy within this class. In addition to theoretical results, the algorithms are analyzed in simulation and compared with other intuitive solutions.
机译:在本文中,我们研究了设计搜索策略以找到目标的问题,该目标的运动由沿着一维有界环境的随机游走来描述。传感模型和环境特征要求搜索者和目标同时位于同一地点以确保捕获。目的是通过一系列动作(向右,向左或保持静止)优化搜索者的运动,从而最大程度地捕获目标。每个动作都与能源成本相关。搜索者策略受到总能量预算的限制。我们提出了一类随机策略,为此我们提供了捕获概率作为单个参数的函数的解析表达式。然后,我们使用此表达式在该类中找到最佳策略。除理论结果外,还对算法进行了仿真分析,并与其他直观解决方案进行了比较。

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