Obstacles Avoidance for Mobile Robot Using Type-2 Fuzzy Logic Controller

被引:16
作者
Al-Mallah, Mohammad [1 ]
Ali, Mohammad [2 ]
Al-Khawaldeh, Mustafa [1 ]
机构
[1] Philadelphia Univ, Dept Mechatron Engn, POB 1, Amman 19392, Jordan
[2] Philadelphia Univ, Dept Elect Engn, POB 1, Amman 19392, Jordan
关键词
mobile robot; Robotino (R); static and dynamic obstacle-avoidance environment; Type-2 fuzzy logic controller; wireless sensor network;
D O I
10.3390/robotics11060130
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Intelligent mobile robots need to deal with different kinds of uncertainties in order to perform their tasks, such as tracking predefined paths and avoiding static and dynamic obstacles until reaching their destination. In this research, a Robotino (R) from Festo Company was used to reach a predefined target in different scenarios, autonomously, in a static and dynamic environment. A Type-2 fuzzy logic controller was used to guide and help Robotino (R) reach its predefined destination safely. The Robotino (R) collects data from the environment. The rules of the Type-2 fuzzy logic controller were built from human experience. They controlled the Robotino (R) movement, guiding it toward its goal by controlling its linear and angular velocities, preventing it from colliding obstacles at the same time, as well. The Takagi-Sugeno-Kang (TSK) algorithm was implemented. Real-time and simulation experimental results showed the capability and effectiveness of the proposed controller, especially in dealing with uncertainty problems.
引用
收藏
页数:22
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