TY - GEN
T1 - On the conjugate gradients (CG) training algorithm of fuzzy neural networks (FNNs) via its equivalent fully connected neural networks (FFNNs)
AU - Wang, Jing
AU - Chen, C. L.Philip
AU - Wang, Chi-Hsu
PY - 2012/12/1
Y1 - 2012/12/1
N2 - 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.
AB - 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.
KW - Fuzzy Logic
KW - Fuzzy Neural Networks
KW - Gradient Descent
KW - Neural Networks
KW - conjugate gradients
UR - http://www.scopus.com/inward/record.url?scp=84872417372&partnerID=8YFLogxK
U2 - 10.1109/ICSMC.2012.6378110
DO - 10.1109/ICSMC.2012.6378110
M3 - Conference contribution
AN - SCOPUS:84872417372
SN - 9781467317146
T3 - Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics
SP - 2446
EP - 2451
BT - Proceedings 2012 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2012
Y2 - 14 October 2012 through 17 October 2012
ER -