关于Mamdani模糊系统的Takagi Sugeno近似

Salem B. Bacha, B. Bede
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引用次数: 3

摘要

在本文中,我们提出并研究了利用Takagi-Sugeno系统近似Mamdani模糊系统的不同构造方法。我们构建的Takagi- Sugeno模糊系统将基于分段线性逼近,插值多项式和基于三次样条的方法。由于使用具有重心去模糊化的Mamdani系统在计算上是昂贵的,因此Takagi-Sugeno系统是一个自然的想法,可以减少计算并在性能方面保持高质量。我们将这些方法扩展到具有多个先行词的模糊规则库。作为应用,我们利用该方法构建了一个词计算系统,并将该方法应用于电子游戏中。
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On Takagi Sugeno approximations of Mamdani fuzzy systems
In the present paper we propose, and investigate different constructive approaches to approximate Mamdani fuzzy systems, using Takagi-Sugeno systems. The Takagi- Sugeno fuzzy systems that we construct will be based on a piecewise linear approximation, an interpolation polynomial, and an approach based on cubic splines. Since using a Mamdani system with Center of Gravity defuzzification is computationally expensive, a Takagi-Sugeno system is a natural idea to reduce computation and keep high quality on the performance side. We extend these approaches to fuzzy rule bases with multiple antecedents. As application we construct a computing with words system using the proposed approach, and also we use the proposed approach in a video game.
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