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基于近邻估计的年径流预测动态联系数回归模型

蒋尚明 金菊良 袁先江 汤广民 于凤存

水利水电技术2013,Vol.44Issue(7):5-9,5.
水利水电技术2013,Vol.44Issue(7):5-9,5.

基于近邻估计的年径流预测动态联系数回归模型

Nearest neighbor estimate based dynamic connection number regression model for predicting annual runoff

蒋尚明 1金菊良 2袁先江 3汤广民 1于凤存1

作者信息

  • 1. 安徽省水利部淮河水利委员会水利科学研究院安徽省水利水资源重点实验室,安徽蚌埠233000
  • 2. 合肥工业大学土木与水利工程学院,安徽合肥230009
  • 3. 合肥工业大学水资源与环境系统工程研究所,安徽合肥230009
  • 折叠

摘要

Abstract

The set pair analysis theory provides a new way to identify the uncertain system.The connection number regression model for prediction established in accordance with the set pair analysis theory can significantly improve the prediction accuracy of the regression model.For the dynamics of the structure of the predictive factor,the nearest neighbor estimate is to be adopted for estimating that the predictive factors within a prediction are to be strong or weak through the calculation of the variation coefficients of all the predictive factors,moreover,the strong factors with large predicting function are dynamically selected to eliminate the negative effect from the weak factors on the prediction,thus the dynamics of the structure of the predictive factor is better reflected.On the basis of this,the nearest neighbor estimate based dynamic connection number regression model for predicting annual runoff(NNE-DCNR) is established.The result shows that the predicting accuracy is to be significantly enhanced in comparison with the conventional predicting method,if NNE-DCNR is utilized for predicting the annual runoff,and then it has a high value of popularization and application in the prediction of hydrology and water resources.

关键词

年径流预测/近邻估计/回归模型/集对分析/联系数/变异系数

Key words

prediction of annual runoff/ nearest neighbor estimate/ regression model/ set pair analysis/ connection number/coefficient of variation

分类

天文与地球科学

引用本文复制引用

蒋尚明,金菊良,袁先江,汤广民,于凤存..基于近邻估计的年径流预测动态联系数回归模型[J].水利水电技术,2013,44(7):5-9,5.

基金项目

水利部公益性行业科研专项(200901077,200901026) (200901077,200901026)

国家自然科学基金项目(51079037,51209001). (51079037,51209001)

水利水电技术

OA北大核心CSCDCSTPCD

1000-0860

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