A two-stage sensitivity analysis for parameter identification and calibration of a physically-based distributed model in a river basin

被引:19
|
作者
Sreedevi, S. [1 ]
Eldho, T. I. [1 ]
机构
[1] Indian Inst Technol, Dept Civil Engn, Mumbai, Maharashtra, India
关键词
hydrological simulation; distributed model; sensitivity analysis; SHETRAN; Morris analysis; calibration; CLIMATE-CHANGE IMPACTS; PREDICTING LAND-USE; AUTOMATIC CALIBRATION; UNCERTAINTY ANALYSIS; HYDROLOGICAL MODEL; CATCHMENT MODELS; RUNOFF PROCESSES; SEDIMENT YIELD; WESTERN-GHATS; VALIDATION;
D O I
10.1080/02626667.2019.1602730
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
Hydrological models demand large numbers of input parameters, which are to be optimally identified for better simulation of various hydrological processes. Identifying the most relevant parameters and their values using efficient sensitivity analysis methods helps to better understand model performance. In this study, the physically-based distributed model SHETRAN is used for hydrological simulation on the Netravathi River Basin in south India and the most important parameters are identified using the Morris screening method. Further, the influence of a particular model parameter on streamflow is quantified using local sensitivity analysis and optimal parameters are obtained for calibration of the SHETRAN model. The results demonstrate the capability of two-stage sensitivity analysis, combining qualitative and quantitative methods in the initial screening-out of insignificant model parameters, identifying parameter interactions and quantifying the contribution of each model parameter to the streamflow. The results of the sensitivity analysis simplified the calibration procedure of SHETRAN for the study area.
引用
收藏
页码:701 / 719
页数:19
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