An on-line algorithm for creating self-organizing fuzzy neural networks

@article{Leng2004AnOA,
title={An on-line algorithm for creating self-organizing fuzzy neural networks},
author={Gang Leng and Girijesh Prasad and T. Martin McGinnity},
journal={Neural networks : the official journal of the International Neural Network Society},
year={2004},
volume={17 10},
pages={1477-93}
}

This paper presents a new on-line algorithm for creating a self-organizing fuzzy neural network (SOFNN) from sample patterns to implement a singleton or Takagi-Sugeno (TS) type fuzzy model. The SOFNN is based on ellipsoidal basis function (EBF) neurons consisting of a center vector and a width vector. New methods of the structure learning and the parameter learning, based on new adding and pruning techniques and a recursive on-line learning algorithm, are proposed and developed. A proof of the… CONTINUE READING