Title :
A fuzzy neural network model based on fuzzy clustering and its applications
Author :
Chen, Shui-Li ; Guo-Long Chen ; Niu, Yong-Li ; Cai, Guo-Rong
Author_Institution :
Sch. of Sci., Jimei Univ., Xiamen, China
Abstract :
Fuzzy neural network, which is based on fuzzy theory and BP neural network, plays an important role in practical. But the difficulty is how to construct its structure model. In this paper, according to the hypostasis of hidden layer, a fuzzy neural network model based on fuzzy clustering is brought forward, in which features of the samples are extracted and output information is synthetically considered. And a satisfied result is reached in the application of oil-gas recognition in Tarim Oilfield.
Keywords :
backpropagation; feature extraction; fuzzy neural nets; fuzzy set theory; oil technology; pattern clustering; BP neural network; Tarim Oilfield; feature extraction; fuzzy clustering; fuzzy neural network model; fuzzy theory; hypostasis; oil-gas recognition; Fuzzy neural networks; Fuzzy reasoning; Fuzzy systems; Hydrocarbon reservoirs; Intelligent networks; Intelligent systems; Knowledge engineering; Neurons; Petroleum; Singular value decomposition; BP network; Fuzzy clustering; Fuzzy neural network; Hydrocarbon reservoir recognition; Transitive closure;
Conference_Titel :
Intelligent System and Knowledge Engineering, 2008. ISKE 2008. 3rd International Conference on
Conference_Location :
Xiamen
Print_ISBN :
978-1-4244-2196-1
Electronic_ISBN :
978-1-4244-2197-8
DOI :
10.1109/ISKE.2008.4730913
