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Sensor Fusion Based Model for Collision Free Mobile Robot Navigation

机译:基于传感器融合的无碰撞移动机器人导航模型

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摘要

Autonomous mobile robots have become a very popular and interesting topic in the last decade. Each of them are equipped with various types of sensors such as GPS, camera, infrared and ultrasonic sensors. These sensors are used to observe the surrounding environment. However, these sensors sometimes fail and have inaccurate readings. Therefore, the integration of sensor fusion will help to solve this dilemma and enhance the overall performance. This paper presents a collision free mobile robot navigation based on the fuzzy logic fusion model. Eight distance sensors and a range finder camera are used for the collision avoidance approach where three ground sensors are used for the line or path following approach. The fuzzy system is composed of nine inputs which are the eight distance sensors and the camera, two outputs which are the left and right velocities of the mobile robot’s wheels, and 24 fuzzy rules for the robot’s movement. Webots Pro simulator is used for modeling the environment and the robot. The proposed methodology, which includes the collision avoidance based on fuzzy logic fusion model and line following robot, has been implemented and tested through simulation and real time experiments. Various scenarios have been presented with static and dynamic obstacles using one robot and two robots while avoiding obstacles in different shapes and sizes.
机译:在过去的十年中,自主移动机器人已经成为非常流行和有趣的话题。它们每个都配备有各种类型的传感器,例如GPS,摄像机,红外和超声波传感器。这些传感器用于观察周围环境。但是,这些传感器有时会发生故障并且读数不准确。因此,传感器融合的集成将有助于解决这一难题并提高整体性能。本文提出了一种基于模糊逻辑融合模型的无碰撞移动机器人导航。 8个距离传感器和一个测距相机用于防撞方法,其中3个地面传感器用于行进或路径跟踪方法。模糊系统由9个输入(包括8个距离传感器和摄像头),2个输出(分别是移动机器人的车轮的左右速度)和24条用于机器人运动的模糊规则组成。 Webots Pro模拟器用于对环境和机器人进行建模。所提出的方法,包括基于模糊逻辑融合模型的避碰和直线跟随机器人,已经通过仿真和实时实验得以实现和测试。已经提出了使用一个机器人和两个机器人同时具有静态和动态障碍物的各种场景,同时避免了具有不同形状和大小的障碍物。

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