An Improved Back-Propagation Algorithm for Fuzzy Modeling

Fuzzy modeling is discussed in many literatures and there are numerous algorithms are proposed. Back-propagation algorithm is an efficient algorithm for fuzzy modeling and many papers proposed the usage of such method. But there exists potential risk of dead zone, abrupt inference surface and decrea...

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Vydáno v:Applied Mechanics and Materials Ročník 48-49; s. 198 - 202
Hlavní autoři: Miao, Zhi Nong, Zheng, Hui Jun
Médium: Journal Article
Jazyk:angličtina
Vydáno: Zurich Trans Tech Publications Ltd 01.02.2011
Témata:
Improved Algorithm
Fuzzy Modeling
Back Propagation Algorithm (BPA)
ISBN:3037850191, 9783037850190
ISSN:1660-9336, 1662-7482, 1662-7482
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Abstract Fuzzy modeling is discussed in many literatures and there are numerous algorithms are proposed. Back-propagation algorithm is an efficient algorithm for fuzzy modeling and many papers proposed the usage of such method. But there exists potential risk of dead zone, abrupt inference surface and decreasing sensitivity for normal back-propagation algorithm in fuzzy modeling. This paper analysis the potential problems of normal algorithm and suggest a reformative back-propagation algorithm for fuzzy modeling. A complete algorithm is presented in the paper and some simulate result is discussed
AbstractList Fuzzy modeling is discussed in many literatures and there are numerous algorithms are proposed. Back-propagation algorithm is an efficient algorithm for fuzzy modeling and many papers proposed the usage of such method. But there exists potential risk of dead zone, abrupt inference surface and decreasing sensitivity for normal back-propagation algorithm in fuzzy modeling. This paper analysis the potential problems of normal algorithm and suggest a reformative back-propagation algorithm for fuzzy modeling. A complete algorithm is presented in the paper and some simulate result is discussed
Author Zheng, Hui Jun
Miao, Zhi Nong
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Cites_doi 10.1109/tfuzz.2002.806316
10.1007/11427391_93
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Fuzzy Modeling
Back Propagation Algorithm (BPA)
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