Fuzzy neural modeling via clustering and support vector machines

J. C. Tovar, Wen Yu
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引用次数: 3

Abstract

This paper describes a novel fuzzy rule-based modeling approach for some industrial processes. Structure identification is realized by clustering and support vector machines. When the process is slow, fuzzy rules can be obtained automatically. Parameters identification uses the techniques of fuzzy neural networks. A time-varying learning rate assures stability of the modeling error.
基于聚类和支持向量机的模糊神经建模
本文提出了一种新的基于模糊规则的工业过程建模方法。通过聚类和支持向量机实现结构识别。当过程较慢时,可以自动获得模糊规则。参数辨识采用模糊神经网络技术。时变学习率保证了建模误差的稳定性。
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