Stream flow forecasting using neuro-wavelet technique

被引:100
作者
Kisi, Ozgur [1 ]
机构
[1] Erciyes Univ, Fac Engn, Civil Eng Dept, TR-38039 Kayseri, Turkey
关键词
stream flow; neural networks; discrete wavelet transform; modelling;
D O I
10.1002/hyp.7014
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
This paper proposes the application of a neuro-wavelet technique for modelling monthly stream flows. The neuro-wavelet model is improved by combining, two methods. discrete wavelet transform and multi-layer perceptron for one-month-ahead stream flow forecasting and results M-C Compared with those of the single multi-layer perceptron (MLP), multi-linear regression (MLR) and auto-regressive (AR) models. Monthly flow data from two stations, Gerdelli Station on Canakdere River and Isakoy Station oil Goksudere River. in the Eastern Black Sea re.,ion of Turkey are used in the study. The comparison results revealed that the suggested model could increase the forecast accuracy and perform better than the MLP. MLR and AR models. (C) 2008 John Wilev & Sons, Ltd.
引用
收藏
页码:4142 / 4152
页数:11
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