基于遗传算法的模糊小波神经网络辨识动态系统

Faouzi Titel, K. Belarbi
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引用次数: 2

摘要

本文提出了一种基于遗传算法的模糊小波神经网络设计方法。FWNN方法结合了模糊集理论和小波神经网络。因此,所提出的模糊小波神经网络是通过一个包含两个网络结构的互连网络来实现的,一个包含模糊推理机制,另一个包含小波神经网络。然后用一种简单的遗传算法求出两种网络结构参数的最优值。通过两个算例验证了FWNN识别非线性动力系统的能力。
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Identification of dynamic systems using a genetic algorithm-based fuzzy wavelet neural network approach
In this work, a genetic algorithm based approach for designing fuzzy wavelet neural network (FWNN) is developed. The FWNN approach combines fuzzy set theory and wavelet neural networks. Thus, the proposed Fuzzy WNN is implemented through an interconnected network including two network structures, one containing the fuzzy reasoning mechanism and the other containing Wavelet neural networks. Then a simple genetic algorithm is used to find optimal values of the parameters of the both network structures. The ability of the technique FWNN in identifying non linear dynamical systems is demonstrated on two examples.
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