Structure Analysis of General Type-2 Fuzzy Controller and Its Application

J. Shi
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Abstract

In this paper, a general type-2 fuzzy controller is proposed. The proposed general type-2 fuzzy controller is based on α-plane representation, which converts the centroid of general type-2 fuzzy sets to centroids of several interval type-2 fuzzy sets. Also, the mathematical expression of general type-2 fuzzy controller is derived by fuzzy product operate and NT type reduction. By the mathematical expression, the relation between general type-2 fuzzy controller output with parameter of triangular secondary membership function is discussed. Finally, the control performances of proposed general type-2 fuzzy controller are compared with conventional PID controller, tradition type-1 fuzzy controller, and interval type-2 fuzzy controller. Furthermore, to show the effective and practical of the proposed controller, a nonlinear inverted pendulum system is tested. The simulation results show that general type-2 fuzzy controller achieves better control efforts than other compared controllers.
通用2型模糊控制器的结构分析及其应用
本文提出了一种通用的2型模糊控制器。本文提出的一般2型模糊控制器基于α-平面表示,将一般2型模糊集的质心转换为若干区间2型模糊集的质心。通过模糊积运算和NT型约简,导出了一般2型模糊控制器的数学表达式。通过数学表达式,讨论了一般2型模糊控制器输出与三角次隶属函数参数之间的关系。最后,将所提出的通用2型模糊控制器与常规PID控制器、传统1型模糊控制器和区间2型模糊控制器的控制性能进行了比较。为了验证该控制器的有效性和实用性,对一个非线性倒立摆系统进行了实验。仿真结果表明,一般2型模糊控制器的控制效果优于其他控制器。
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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