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首页> 外文期刊>Journal of intelligent & fuzzy systems: Applications in Engineering and Technology >Fuzzy multiobjective decision making for navigation of mobile robots in dynamic, unstructured environments
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Fuzzy multiobjective decision making for navigation of mobile robots in dynamic, unstructured environments

机译:动态,非结构化环境中移动机器人导航的模糊多目标决策

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In this work we apply the notion of fuzzy multi-objective decision making to the problem of navigation of mobile robots in unstructured environments such as lunar and planetary surfaces and military zones. In particular the proposed approach is concerned with multi-objective decision making in a dynamic setting where limited a priori information, say only a coarse image of the robot surroundings may be available. To this end, the proposed approach first constructs a coarse motion plan and subsequently employs a sensor-based navigation scheme based on fuzzy multi-objective decision making to detect any intervening obstacles, dynamically define its objectives and preferences based on the relative locations of the obstacles, and move towards is goal. This process is comparable to human decision-making where an initial assessment of the surroundings and one's own sensing capability provide the basis for navigating and moving around in unstructured environments. In particular it is shown that the proposed approach offers a viable alternative to existing approaches to mobile robotics by providing a flexible architecture for addressing the complexity of motion planning and navigation in dynamic environments.
机译:在这项工作中,我们将模糊多目标决策的概念应用于月球和行星表面以及军事区等非结构化环境中移动机器人的导航问题。特别地,所提出的方法涉及在动态环境中的多目标决策,在动态环境中有限的先验信息,例如仅机器人环境的粗略图像可用。为此,所提出的方法首先构造一个粗略的运动计划,然后采用基于传感器的导航方案,该方案基于模糊多目标决策,以检测任何障碍物,并根据障碍物的相对位置动态定义其目标和偏好。 ,并朝着目标迈进。此过程可与人类决策相媲美,在该决策中,对周围环境的初步评估和自身的感知能力为在非结构化环境中导航和四处移动提供了基础。特别地,表明,所提出的方法通过提供用于解决动态环境中的运动计划和导航的复杂性的灵活架构,为现有的移动机器人技术提供了可行的替代方案。

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