Comparative analysis of zero order Sugeno and Mamdani fuzzy logic controllers for obstacle avoidance behavior in mobile robot navigation

U. Farooq, K. M. Hasan, G. Abbas, M. Asad
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引用次数: 19

Abstract

This paper describes the design, implementation and comparison of zero order Takagi-Sugeno and Mamdani fuzzy logic controllers for hurdle avoidance task performed by a differentially steered mobile robot in indoor navigation. Both the controllers are two inputs, two outputs controllers. The controllers take input from two ultrasonic sensors, perform fuzzy algorithm and generate speed commands for left and right motors. The controllers are designed using fuzzy logic toolbox of MATLAB® and implemented in real time using a low cost, readily available AT89C52 microcontroller. Experimental results have revealed the validity of both the controllers for hurdle avoidance task. Finally, the controllers are compared in terms of smoothness of robot motion generated by the controllers and the memory utilized for their implementation in real time.
零阶Sugeno和Mamdani模糊控制器对移动机器人导航避障行为的比较分析
本文介绍了零阶Takagi-Sugeno模糊控制器和Mamdani模糊控制器的设计、实现和比较,用于差动移动机器人在室内导航中的避障任务。两个控制器都是两个输入,两个输出控制器。控制器从两个超声波传感器获取输入,执行模糊算法并生成左右电机的速度命令。控制器使用MATLAB®的模糊逻辑工具箱设计,并使用低成本,现成的AT89C52微控制器实时实现。实验结果表明了这两种控制器在避障任务中的有效性。最后,比较了控制器产生的机器人运动的平滑度和实时实现所使用的内存。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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