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基于多重演化模式重构的水文预报模型及应用

王战平 沈冰 吕继强

水资源与水工程学报2016,Vol.27Issue(1):108-113,6.
水资源与水工程学报2016,Vol.27Issue(1):108-113,6.DOI:10.11705/j.issn.1672-643X.2016.01.19

基于多重演化模式重构的水文预报模型及应用

Application of hydrological forecast model based on multiple evolutionary reconstruction

王战平 1沈冰 2吕继强2

作者信息

  • 1. 西安浐灞生态区管理委员会,陕西西安710024
  • 2. 西安理工大学 生态水利工程国家重点实验室培育基地,陕西西安710048
  • 折叠

摘要

Abstract

Due to the long-term effects of human activities and climate change,the hydrological time series exhibit more complicated variation features such as multiple time scales,many ruense dynamic change and self memory function,which increase the uncertainty of hydrological forecast result.The pape established a new hydrologic forecast model based on the empirical mode decomposition model,kernel principal component analysis model and support vector machine model,and choose Nash efficiency,self correlation coefficient,relative error as the multi objective criteria of forecasting precision and parameter calibration.The model was applied to the long-term runoff series at Huayuankou hydrology station of the Yellow River.The results show that the forecast time of the model is long and has better accuracy and practical value.The model can provide a method for the prediction of complex hydrological time series of multiple factors effect.

关键词

水文学及水资源/水文预报模型/模式重构

Key words

hydrology and water resources/hydrologic forecast model/evolution mode reconstruction

分类

天文与地球科学

引用本文复制引用

王战平,沈冰,吕继强..基于多重演化模式重构的水文预报模型及应用[J].水资源与水工程学报,2016,27(1):108-113,6.

基金项目

国家自然科学基金重点项目(50939004) (50939004)

中央高校基本科研业务费专项资金资助项目(310829161006) (310829161006)

水资源与水工程学报

OACSCDCSTPCD

1672-643X

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