| 基于BP网络和RBF网络的模糊系统建模 |
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| 引用本文： | 郑逢斌,卿铭,靳景玉. 基于BP网络和RBF网络的模糊系统建模[J]. 数学季刊, 1999, 14(3): 30-35 |
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| 作者姓名： | 郑逢斌 卿铭 靳景玉 |
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| 作者单位： | Zheng Fengbin(郑逢斌) (Faculty of Computer Science and Technology，Henan University，Kaifeng，475001) Qing Ming(卿 铭) (Department of Applied Mathematics，Southwest Jiaotong University，Chengdu，610031) Jin Jingyu(靳景玉) (Commerce University of Chongqing |
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| 摘 要： | Ｗｈｅｎａｐｐｌｙｉｎｇａｆｕｚｚｙｃｏｎｔｒｏｌｍｅｔｈｏｄｏｒａｎｉｎｔｅｌｌｉｇｅｎｃｅｃｏｎｔｒｏｌｍｅｔｈｏｄｔｏａｎｅｆｆｅｃｔｉｖｅｃｏｎｔｒｏｌｏｖｅｒａｃｏｍｐｌｅｘｓｙｓｔｅｍ，ｉｔｉｓｓｏｍｅｔｉｍｅｓｎｅｃｅｓｓａｒｙｔｏｉｄｅｎｔｉｆｙｓｙｓｔｅｍａｔｉｃｓｔｒｕｃｔｕｒｅａｎｄｐａｒａｍｅｔｅｒｓ．Ｍａｔｈｅｍａｔｉｃａｌｌｙ，ｉｔｉｓｊｕｓｔｔｈｅｐｒｏｂｌｅｍｓｏｆｕｎｉｖｅｒｓａｌｆｕｎｃｔｉｏｎａｌａｐｐｒｏｘｉｍａｔｉｏｎａｎｄｆｕｎｃｔｉｏｎａｐｐｒｏｘｉ…
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| 关 键 词： | BP网络 RBF网络 模糊系统 建模 |
On Modeling a Fuzzy System Based on BPN and RBFN |
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| Zheng Fengbin,Qing Ming,Jin Jingyu. On Modeling a Fuzzy System Based on BPN and RBFN[J]. Chinese Quarterly Journal of Mathematics, 1999, 14(3): 30-35 |
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| Authors: | Zheng Fengbin Qing Ming Jin Jingyu |
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| Affiliation: | [1]Faculty [2]of |
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| Abstract: | This paper presents a method of modeling a fuzzy system with fuzzy and nonlinear border,obtaining systematic structure by clustering analysis,applying BP network (BPN) to generate rule bases antecedent function and using RBF network (RBFN) to approximate each rules conclusion function not only because of efficient capability of approximation nonlinear function of BPN and RBFN but also because of quickness of training speed of RBFN. In addition,structure design and training of relevant networks are discussed in detail. Finally,the structure optimization and overstudy of RBFN are discussed. |
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| Keywords: | BP network RBF network clustering analysis modeling |
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