基于模糊决策方法的移动机器人导航行为控制

H. Beom, K. Koh, H. Cho
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引用次数: 9

摘要

提出了一种基于传感器的不确定环境下多准则决策方法。基于模糊集的多准则决策者根据全局任务从高层规划者和移动机器人周围的情况中选择一种回避和目标寻求行为。使用模糊逻辑和强化学习,设计了两种行为来对当前感知的感官信息产生规定的反应。利用模糊集构造了一个决策函数,以在两种行为中适当地选择一种行为。定义两种行为的最优方案为模糊决策函数中隶属度最高的行为。通过一系列的仿真验证了该方法的有效性。
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Behavioral control in mobile robot navigation using fuzzy decision making approach
This paper proposes a sensor-based navigation which utilizes multicriteria decision making method in uncertain environments. The multicriteria decision-maker using fuzzy sets is used to select one of avoidance and goal-seeking behaviors according to global mission from higher level planner and situation around the mobile robot. Two behaviors are designed to produce the prescribed responses to currently perceived sensory information using fuzzy logic and reinforcement learning. A decision function to appropriately select one of two behaviors is formulated by use of a fuzzy set. The optimal alternative of two behaviors is defined as that achieving the highest degree of membership in fuzzy decision function. The effectiveness of the proposed method is verified by a series of simulations.<>
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