DocumentCode :
1560703
Title :
A new model of fuzzy neural networks and its application
Author :
Wang, Weihong ; Zhao, Xiaoming
Author_Institution :
Dept. of Comput. Eng., Zhejiang Univ. of Technol., Hangzhou, China
Volume :
3
fYear :
2004
Firstpage :
2022
Abstract :
We summarize fuzzy neural network´s research actuality, development tide and application field, expound basic conception of fuzzy logic system, artificial neural and fuzzy neural network; set up a normal fuzzy neural network model and study the algorithm aim at actual problem. The node number of fuzzy layer, normal layer and rule layer is computable if the model has an assured input and output pattern and fuzzy layer´s subject function, and the model has good applicability to export express and pattern identification. The combination model is applied to synthetic integration of forecast rainfall data produced by gradual regression method, periodic analysis plus multi-layer method and model output statistics method. The model is trained by short-term rainfall data of Zhejiang province from 1980 to 1997. The synthetic integration (forecast) results from 1998 to 2000 show that the presented model can obtain satisfactory forecast performance.
Keywords :
fuzzy logic; fuzzy neural nets; fuzzy set theory; fuzzy systems; learning (artificial intelligence); rain; regression analysis; weather forecasting; artificial neural network; fuzzy logic system; fuzzy neural network; gradual regression method; model output statistics method; multilayer method; pattern identification; periodic analysis; rainfall forecasting; short term rainfall data; synthetic integration; training neural nets; Demand forecasting; Economic forecasting; Fuzzy logic; Fuzzy neural networks; Fuzzy systems; Meteorology; Neural networks; Predictive models; Technology forecasting; Weather forecasting;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Control and Automation, 2004. WCICA 2004. Fifth World Congress on
Print_ISBN :
0-7803-8273-0
Type :
conf
DOI :
10.1109/WCICA.2004.1341937
Filename :
1341937
Link To Document :
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