自主机器人层次模糊行为学习研究

Ziying Zhang, Rubo Zhang, Xin Liu
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引用次数: 4

摘要

针对自主机器人多变、动态的非结构化环境,详细分析了这些因素对机器人的影响,提出了一种基于层次模糊逻辑的局部规划体系结构,实现了机器人的基本导航行为,并实现了这些行为之间的协调,形成了二级层次模糊逻辑控制。解决了规则数量随所涉及变量数量呈指数增长的问题。实验表明,该方法对自主机器人的路径规划具有较好的实用性和可靠性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Research on Hierarchial Fuzzy Behavior Learning of Autonomous Robot
Aiming at the changing and dynamic unstructured environments of autonomous robot, this paper analyses these kinds of effects on robot in details and thus presents a local plan architecture based on hierarchical fuzzy logic to implement the basic navigation behaviors and the coordination between these behaviors to produce a type-2 hierarchical fuzzy logic control. The problem is solved that the number of the rules increase exponentially with the number of variables involved. Experiments show that this approach is helpful and reliable especially to path planning of autonomous robot.
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