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Transformation of TSK fuzzy system into fuzzy system with singleton consequents and its application

机译:TSK模糊系统向单例结果模糊系统的转换及其应用

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摘要

A TSK fuzzy system can represent the behavior of a complex nonlinear system with a low number of rules with the desired accuracy and guarantee the stability of the closed loop system, while the interpretation of the rules is difficult due to the functional nature of the consequents. On the contrary, the fuzzy controller with singleton consequents is understandable intuitively and adjustable easily due to linguistic expression of the rules. The paper suggests a method transforming TSK fuzzy systems into fuzzy systems with singleton consequents, and shows its application designing a fuzzy controller with singleton consequents by using the TSK fuzzy system when the behavior of a nonlinear system is described with a singleton fuzzy model by a human expert.
机译:TSK模糊系统可以用所需的精度表示具有少量规则的复杂非线性系统的行为,并保证闭环系统的稳定性,而由于结果的功能性,很难对规则进行解释。相反,由于规则的语言表达,具有单例结果的模糊控制器是直观可理解的,并且易于调节。本文提出了一种将TSK模糊系统转化为具有单例结果的模糊系统的方法,并展示了当使用人的单例模糊模型来描述非线性系统的行为时,使用TSK模糊系统设计具有单例结果的模糊控制器的应用。专家。

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