A comparison of Type-1 and Type-2 fuzzy controllers in a micro-robot context

Phil Birkin, J. Garibaldi
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引用次数: 35

Abstract

In this paper we compare the differences between type-1 and interval type-2 fuzzy logic controllers, with seven, five and two three term membership functions. The controllers were used to control a DC motor model in a closed loop simulation. The performance of each controller to a step change and a change in motor inertia with and without added noise was recorded. The results showed that there was no statistical difference between the type-1 and type-2 controllers. It was also found that a type-1 three term controller was as good as a type-1 or type-2 seven term controller, in controlling the micro robot DC motor model.
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微型机器人环境中1型和2型模糊控制器的比较
本文比较了区间1型和区间2型模糊逻辑控制器在七项、五项和两项三项隶属函数下的区别。利用该控制器对直流电机模型进行闭环仿真。记录了每个控制器对阶跃变化的性能,以及在有噪声和没有噪声的情况下电机惯量的变化。结果显示,1型和2型控制者之间无统计学差异。在控制微型机器人直流电机模型时,1型三项控制器与1型或2型七项控制器效果相当。
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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