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Fuzzy Logic Controller with Fuzzylab Python Library and the Robot Operating System for Autonomous Mobile Robot Navigation

机译:具有Fuzzylab Python库的模糊逻辑控制器和自主移动机器人导航的机器人操作系统

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The navigation system of a robot requires sensors to per‐ ceive its environment to get a representation. Based on this perception and the state of the robot, it needs to take an action to make a desired behavior in the environment. The actions are defined by a system that processes the obtained information. This system can be based on deci‐ sion rules defined by an expert or obtained by a training or optimization process. Fuzzy logic controllers are based on fuzzy logic on which degrees of truth are used on sy‐ stem variables and has a rule‐base that stores the kno‐ wledge about the operation of the system. In this paper a fuzzy logic controller is made with the Python fuzzylab library which is based on the Octave Fuzzy Logic Toolkit, and with the Robot Operating System (ROS) for autono‐ mous navigation of the TurtleBot3 robot on a simulated and a real environment using a LIDAR sensor to get the distance of the objects around the robot.
机译:机器人的导航系统需要传感器来拍摄其环境以获得表示。基于这种感知和机器人的状态,需要采取行动来在环境中做出预期的行为。该操作由处理所获得的信息的系统定义。该系统可以基于专家或通过培训或优化过程获得的决定规则。模糊逻辑控制器基于模糊逻辑,即在系统上使用真相度,并具有将KNO-WLEDGE的规则库存储在系统的操作中。在本文中,模糊逻辑控制器由Python Fuzzylab库进行,该库基于八度模糊逻辑工具包,以及机器人操作系统(ROS),用于在模拟和真实环境上进行Turtlebot3机器人的自动导航一个激光雷达传感器,以获得机器人周围的物体的距离。

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