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Analytical structures and stability analysis of the simplest Takagi-Sugeno fuzzy two-term controllers

机译:最简单的Takagi-Sugeno模糊二项控制器的分析结构和稳定性分析

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This paper deals with the simplest Takagi-Sugeno fuzzy two-term controllers. The analytical structures of the simplest fuzzy controllers were developed using a modified rule base. The number of tuning parameters of the controllers is reduced by introducing a novel rule base consisting of two rules. These controllers are termed as 'the simplest' since minimal (two) number of fuzzy sets is used for fuzzification. Algebraic product (AP)/minimum (min) triangular norm, bounded sum (BS)/maximum (max) triangular co-norm, different universes of discourses (UoDs) of inputs, and centre of gravity (CoG) defuzzification method are chosen to derive the mathematical models of the fuzzy controllers. The simplest fuzzy controller with modified rule base is equivalent to a (nonlinear) variable gain/structure PI/PD controller. The BIBO stability of the closed loop control system is investigated using the small gain theorem. The gain of the controller either varies or remains constant in different regions of the input plane. The gain variations and the computational burden of the fuzzy controllers are also studied. Two examples of nonlinear dynamical systems are considered to validate the developed models of the fuzzy controllers.
机译:本文讨论了最简单的Takagi-Sugeno模糊二项控制器。使用修改后的规则库开发了最简单的模糊控制器的分析结构。通过引入由两个规则组成的新颖规则库,可以减少控制器的调整参数数量。这些控制器被称为“最简单的”,因为使用最少(两个)数量的模糊集进行模糊化。选择代数乘积(AP)/最小(min)三角范数,有界和(BS)/最大(max)三角协范,输入的不同话语范围(UoDs)和重心(CoG)去模糊化方法推导出模糊控制器的数学模型。具有修改后的规则库的最简单的模糊控制器等效于(非线性)可变增益/结构PI / PD控制器。使用小增益定理研究闭环控制系统的BIBO稳定性。控制器的增益在输入平面的不同区域中变化或保持恒定。还研究了模糊控制器的增益变化和计算负担。考虑了非线性动力学系统的两个例子来验证模糊控制器的开发模型。

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