| Residential College | false |
| Status | 已發表Published |
| On the conjugate gradients (CG) training algorithm of fuzzy neural networks (FNNs) via its equivalent fully connected neural networks (FFNNs) | |
Wang J.1; Chen C.L.P.1 ; Wang C.-H.2
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| 2012-12-01 | |
| Conference Name | IEEE International Conference on Systems, Man, and Cybernetics (SMC) |
| Source Publication | Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics
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| Pages | 2446-2451 |
| Conference Date | OCT 14-17, 2012 |
| Conference Place | Seoul, SOUTH KOREA |
| Abstract | In this paper, Fuzzy Neural Network (FNN) is transformed into an equivalent fully connected three layer neural network, or FFNN. Based on the FFNN, conjugate gradients (CG) training algorithm is derived to tune both the premise and consequent part of FNN, and apparently increase the speed of convergence. Illustrative examples are presented to check the validity of the proposed theory and algorithms. Simulation achieves satisfactory results. Developing CG training algorithm for FNN via its equivalent FFNN has its emerging values in all engineering applications using FNN, such as intelligent adaptive control, pattern recognition, and signal processing..., etc. © 2012 IEEE. |
| Keyword | Conjugate Gradients Fuzzy Logic Fuzzy Neural Networks Gradient Descent Neural Networks |
| DOI | 10.1109/ICSMC.2012.6378110 |
| URL | View the original |
| Language | 英語English |
| WOS ID | WOS:000316869202097 |
| Scopus ID | 2-s2.0-84872417372 |
| Fulltext Access | |
| Citation statistics | |
| Document Type | Conference paper |
| Collection | DEPARTMENT OF COMPUTER AND INFORMATION SCIENCE |
| Affiliation | 1.Universidade de Macau 2.National Chiao Tung University Taiwan |
| First Author Affilication | University of Macau |
| Recommended Citation GB/T 7714 | Wang J.,Chen C.L.P.,Wang C.-H.. On the conjugate gradients (CG) training algorithm of fuzzy neural networks (FNNs) via its equivalent fully connected neural networks (FFNNs)[C], 2012, 2446-2451. |
| APA | Wang J.., Chen C.L.P.., & Wang C.-H. (2012). On the conjugate gradients (CG) training algorithm of fuzzy neural networks (FNNs) via its equivalent fully connected neural networks (FFNNs). Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics, 2446-2451. |
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