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水文模型参数敏感性分析方法评述

宋晓猛 张建云 占车生 王小军 刘翠善

水利水电科技进展Issue(6):105-112,8.
水利水电科技进展Issue(6):105-112,8.DOI:10.3880/j.issn.1006-7647.2015.06.020

水文模型参数敏感性分析方法评述

Review of methods of parameter sensitivity analysis in hydrologic modeling

宋晓猛 1张建云 2占车生 3王小军 1刘翠善2

作者信息

  • 1. 南京水利科学研究院水文水资源与水利工程科学国家重点实验室,江苏 南京 210029
  • 2. 水利部应对气候变化研究中心,江苏 南京 210029
  • 3. 中国矿业大学资源与地球科学学院,江苏 徐州 221116
  • 折叠

摘要

Abstract

With a focus on many problems that exist in parameter sensitivity analysis, this paper first analyzes the model construction of hydrological model parameter sensitivity analysis and the main functions in the process of its application. This paper also focuses on the relationship between uncertainty analysis and parameter optimization. Three methods of classification of sensitivity analysis are summarized. Four key technological methods of analysis commonly used in hydrological models are discussed. The four key technological methods include the Morris screening method, regression-based analysis, the variance-based method, and surrogate modeling approaches. At the same time, we discuss the applicable conditions for different approaches in hydrological models, summarize the advantages and disadvantages of various methods, and review the research status of various methods used in the hydrological model. In addition, a synthesized evaluation framework for sensitivity analysis for hydrological modeling is introduced. Several future research issues are also proposed.

关键词

水文模型/敏感性分析/参数识别/不确定性分析/参数优化

Key words

hydrological model/sensitivity analysis/parameter identification/uncertainty analysis/parameter optimization

分类

建筑与水利

引用本文复制引用

宋晓猛,张建云,占车生,王小军,刘翠善..水文模型参数敏感性分析方法评述[J].水利水电科技进展,2015,(6):105-112,8.

基金项目

国家重点基础研究发展计划(973计划)(2010CB951103) (973计划)

国家科技重大专项(2014ZX07204-006) (2014ZX07204-006)

国家自然科学基金(51309155) (51309155)

水利水电科技进展

OA北大核心CSCDCSTPCD

1006-7647

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