Computer Science ›› 2016, Vol. 43 ›› Issue (Z6): 516-517.doi: 10.11896/j.issn.1002-137X.2016.6A.122

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Research on Prediction of Water Resource Based on Improved Combination Neural Network

WANG Jian   

  • Online:2018-11-14 Published:2018-11-14

Abstract: China is a big country of water resource and in the accelerating process of urbanization,it is facing a series of major challenges such as urban population growth and water pollution,etc,so scientific and rational forecasting to water resource demand becomes a key task to protect environment and maintain sustainable development.This paper summarized various neural network algorithms in the context of water resource demand forecasting,and introduced fuzzy feedback method to improve entropy method to determine the weighting factor of combination forecasting model,to establish neural network forecasting model.The algorithm can not only automatically deduce future change trends of water resources based on historical data,but also introduce feedback and evolution mechanism,so that the users can adjust the solution accuracy to control convergence speed of algorithm.The experiment shows that,the neural network based on combination model proposed in this paper has better performance in application background when data accuracy is not high and hydrological data is incomplete.

Key words: Prediction for water resource requirement,Neural network,Combination model,Fuzzy feedback

[1] 中华人民共和国水利部.水文情报预报规范SL2502-2000[S].北京:中国水利水电出版社,2000
[2] 金兴平,程海云,等.长江流域水资源预测技术[J].人民长江,2005,6(12):18-20
[3] 冯利华.神经网络在水资源预测中的运用[J].农业系统科学与综合研究,2003,19(1):35-38
[4] 罗志增,熊静,等.一种基于WPT和LVQ神经网络的手部动作识别方法[J].模式识别与人工智能,2010,3(5):695-700
[5] 杨钟亮,陈育苗.基于GGA-Elman 网络的头部体态语言sEMG识别方法[J].智能系统学报,2014(4):385-391
[6] 王平勋.基于自组织竞争神经网络的抽油井故障诊断系统[J].电子设计工程,2013,1(11):112-115
[7] 王莎莎,陈安,苏静,等.组合预测模型在中国GDP 预测中的应用[J].山东大学学报(理学版),2009(2):56-59
[8] 易丹辉.统计预测方法与应用[M].北京:钟鼓统计出版社,2001
[9] 张星.基于熵权的福建粮食产量组合预测模型[J].中国农业气象,2008,9(2):194-196
[10] 王渺林.嘉陵江径流长期变化分析及预报[J].重庆交通学院学报(自然科学版),2006,25(6):135-138

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