DocumentCode :
2662501
Title :
Fuzzy-neural pattern recognition
Author :
Engel, M. ; Leclercq, M. ; Pradels, C.
Author_Institution :
UFR Sci., Rouen Univ., Mont-Saint-Aignan, France
Volume :
2
fYear :
1994
fDate :
5-9 Sep 1994
Firstpage :
1275
Abstract :
The common techniques of neural networks seem to apply perfectly to the classification and to the pattern recognition, but the learning can sometime be long and the complexity of the final network very big. An association between the neural networks and the fuzzy may seem feasible and make significantly easier the learning period and to allow also to simplify its structure. The fuzzy logic expresses the knowledge in an explicit manner by its rules of inferences, while the neural networks assimilate that knowledge in the weight during the learning, the knowledge is so here implicit. In merging these two approaches, we can introduce the connectionist techniques in the fuzzy logic operating in the best way for every underlying analogies between these two approaches. It is that last possibility that is handled in that work. We can, by that association build a neural network of simple structure where we meet the stage of the fuzzy reasoning. The work here described tries in a first time to identify a paraboloid by a simple structure in the aim to well understand the developed association in the aim to apply it subsequently to the recognition of characters
Keywords :
fuzzy logic; fuzzy neural nets; pattern recognition; character recognition; connectionist techniques; fuzzy-neural pattern recognition; inferences; paraboloid identification; Biological neural networks; Character recognition; Fuzzy logic; Fuzzy neural networks; Fuzzy reasoning; Home appliances; Humans; Merging; Neural networks; Pattern recognition;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industrial Electronics, Control and Instrumentation, 1994. IECON '94., 20th International Conference on
Conference_Location :
Bologna
Print_ISBN :
0-7803-1328-3
Type :
conf
DOI :
10.1109/IECON.1994.397977
Filename :
397977
Link To Document :
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