Use of learning automata in distributed fuzzy logic processor training

A new algorithm for training the parameters of a distributed logic processor is suggested, based on learning automata. A fuzzy inference system is implemented on a multilayer perceptron platform. Various possibilities for assigning learning automata are discussed and two assignment strategies are proposed. The behaviour of the resulting algorithm is illustrated using flue-gas NO/sub x/ emission data measured from an industrial-size fluidised-bed combustor.

[1]  Kaddour Najim,et al.  Fuzzy neural networks and application to the FBC process , 1996 .

[2]  Norio Baba,et al.  A new approach for finding the global minimum of error function of neural networks , 1989, Neural Networks.

[3]  Sb Cho,et al.  SPEEDUP METHODS FOR NEURAL-NETWORK LEARNING , 1995 .

[4]  Witold Pedrycz,et al.  Distributed fuzzy system modeling , 1995, IEEE Trans. Syst. Man Cybern..

[5]  T. H. I. Jaakola,et al.  Optimization by direct search and systematic reduction of the size of search region , 1973 .

[6]  C. D. Gelatt,et al.  Optimization by Simulated Annealing , 1983, Science.

[7]  James L. McClelland,et al.  Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations , 1986 .

[8]  Frank Klawonn,et al.  Foundations of fuzzy systems , 1994 .

[9]  W. Pedrycz,et al.  A distributed model of fuzzy set connectives , 1994 .

[10]  Frederick Mosteller,et al.  Stochastic Models for Learning , 1956 .

[11]  Witold Pedrycz,et al.  Fuzzy neural networks with reference neurons as pattern classifiers , 1992, IEEE Trans. Neural Networks.

[12]  K. Najim,et al.  Learning systems: theory and application , 1991 .

[13]  Kaddour Najim,et al.  Adaptive selection of the optimal order of linear regression models using learning automata , 1996, Int. J. Syst. Sci..

[14]  Kaddour Najim,et al.  Learning Automata: Theory and Applications , 1994 .

[15]  W. Pedrycz.  Logic-based neurons: extensions, uncertainty representation and development of fuzzy controllers , 1994 .

[16]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

[17]  Witold Pedrycz,et al.  Fuzzy neural networks and neurocomputations , 1993 .

[18]  Kumpati S. Narendra,et al.  Learning automata - an introduction , 1989 .