DocumentCode :
1984109
Title :
Research on prediction of water resource based on LVQ network
Author :
Wang, Jian ; Zhang, Yuanyuan
Author_Institution :
Sch. of Inf., Central Univ. of Finance & Econ., Beijing, China
fYear :
2011
fDate :
16-18 Sept. 2011
Firstpage :
4047
Lastpage :
4049
Abstract :
In the accelerated modernization, China confronts with the serious challenges including population explosion, water pollution, though the Chinese water resource is ample. The scientific and reasonable prediction of water resource requirement is essential for the environment protection and continually development. After analysis the use of a serial of artificial neural networks for the water resource requirement prediction, this paper presents a novel algorithm based on the LVQ network with fuzzy feedback function. This algorithm can not only unfold the future water resource requirement after the historic data analysis, but also generate new input data with some reasonable problem resolves, which makes the algorithms with feedback and evolvement scheme. The user can adjust the resolve accuracy to speed up the convergence, which demonstrates better time cost performance than the traditional BP network. In the preliminary experiment, the algorithm based on LVQ network with fuzzy feedback reveals better performance in the application background with inaccurate and incomplete water resource data.
Keywords :
environmental science computing; fuzzy set theory; learning (artificial intelligence); neural nets; pattern classification; public administration; vector quantisation; water pollution; water resources; BP network; China; LVQ network; artificial neural networks; environment protection; future water resource requirement; fuzzy feedback function; historic data analysis; population explosion; water pollution; water resource prediction; Economics; Error analysis; Floods; Mathematical model; Predictive models; Training; Water resources; LVQ network; Prediction for water resource requirement; fuzzy feedback;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electrical and Control Engineering (ICECE), 2011 International Conference on
Conference_Location :
Yichang
Print_ISBN :
978-1-4244-8162-0
Type :
conf
DOI :
10.1109/ICECENG.2011.6057557
Filename :
6057557
Link To Document :
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