The Design of Pattern Classification based on Fuzzy Combined Polynomial Neural Network

An Improved Fuzzy Neural Network for Solving Uncertainty in Pattern Classification and Identification

Dealing with uncertainty is one of the most critical problems in complicatedpattern recognition subjects. In this paper, we modify the structure of a useful UnsupervisedFuzzy Neural Network (UFNN) of Kwan and Cai, and compose a new FNN with 6 types offuzzy neurons and its associated self organizing supervised learning algorithm. Thisimproved five-layer feed forward Supervised Fuzzy Neural Netwo...

Optimal Design of Fuzzy Clustering-based Fuzzy Neural Networks for Pattern Classification

We introduce a new category of fuzzy neural networks with multiple-output based on fuzzy clustering algorithm, especially, fuzzy c-means clustering algorithm (FCM-based FNNm) for pattern classification in this paper. The premise part of the rules of the proposed networks is realized with the aid of the scatter partition of input space generated by FCM clustering algorithm. The partitioned local...

Fuzzy Controller for Flatness Based on Neural Network Pattern-recognition

A pattern-recognition method for flatness defect based on CMAC neural network is proposed, and a flatness fuzzy controller based on the pattern-recognition results is designed in this paper. Pattern-recognition and controller are designed into a single unit, in which CMAC recognizes the membership grade relative to six basic modes of common flatness defect and realizes the seeking function of t...

A fuzzy neural network for pattern classification and feature selection

Pattern classification by an incremental learning fuzzy neural network

A new learning algorithm suitable for pattern classification in machine condition health monitoring based on ficzzy neural networks called an 'Yncremental Learning F u q ~ Neuron Network" (I..B?l has been developed. 17re ILFN, using Gaussian neurons to represent the distributions of the input space, is an on-line, one-pass, and incremental learning algorithm. The network is a selforganized clas...