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Design of a Control Strategy Based on Type-2 Fuzzy Logic for Omnidirectional Mobile Robots

机译:基于Innidirectional Mobile机器人的2型模糊逻辑的控制策略设计

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The main goal of this article is to outline the design and implementation of tracking and position control with a new approach to intelligent navigation in omnidirectional mobile robots (OMR) using type-2 fuzzy systems to control their response actions. The emergence of fuzzy logic has given the field of robotics a solution to problems that required expanding the capabilities of autonomous mobile robots. A key point in the development is the use of the experience of a human expert in the formation of a fuzzy knowledge base that allows us to describe the relationship between the inductive voltage, the distance of objects in an unknown dynamic environment, and their linear and angular output velocities. To achieve this goal, we have developed a type-2 fuzzy controller and compared it against its type-1 counterpart. The obtained results confirm that the omnidirectional robot can navigate in an unstructured environment with unknown obstacles with better efficiency using the proposed approach. To test the system, the omnidirectional mobile platform is faced with the tasks of following a trajectory and obstacle avoidance. In addition to the study of obstacle avoidance, the odometry of mobile robots is analyzed.
机译:本文的主要目标是概述跟踪和位置控制的设计和实现,并使用类型-2模糊系统在全向移动机器人(OMR)中的智能导航方法来控制其响应动作。模糊逻辑的出现给机器人领域是解决需要扩大自主移动机器人能力的问题的解决方案。开发中的一个关键点是使用人类专家的体验,以形成模糊知识库,使我们能够描述感应电压之间的关系,在未知的动态环境中的对象距离,以及它们的线性和角度输出速度。为实现这一目标,我们开发了一个类型的模糊控制器,并将其与其类型-1对应物进行比较。所获得的结果证实,全向机器人可以在非结构化环境中导航,其具有未知障碍物,使用所提出的方法具有更好的效率。为了测试系统,全向移动平台面临着以下轨迹和避免避免的任务。除了研究避免障碍物之外,分析了移动机器人的内径测量。

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