Identification of the dominant hydrological process and appropriate model structure of a karst catchment through stepwise simplification of a complex conceptual model

被引:40
作者
Chang, Yong [1 ]
Wu, Jichun [1 ]
Jiang, Guanghui [2 ,3 ]
Kang, Zhiqiang [1 ,4 ]
机构
[1] Nanjing Univ, Sch Earth Sci & Engn, Dept Hydrosci, Key Lab Surficial Geochem,Minist Educ, Nanjing 210093, Jiangsu, Peoples R China
[2] Inst Karst Geol, Karst Dynam Lab, Guilin 541004, Peoples R China
[3] UNESCO, Int Karst Res Ctr Auspices, Guilin 541004, Peoples R China
[4] Guangxi Inst Geol Survey, Nanning 530023, Peoples R China
基金
中国国家自然科学基金;
关键词
Karst catchment; Spring discharge; Multi-model framework; Multi-objectives; Sensitivity analysis; GLOBAL SENSITIVITY-ANALYSIS; CALIBRATION; UNCERTAINTY; PERFORMANCE; FRAMEWORK; PARAMETERS; MULTIPLE;
D O I
10.1016/j.jhydrol.2017.02.050
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Conceptual models often suffer from the over-parameterization problem due to limited available data for the calibration. This leads to the problem of parameter nonuniqueness and equifinality, which may bring much uncertainty of the simulation result. How to find out the appropriate model structure supported by the available data to simulate the catchment is still a big challenge in the hydrological research. In this paper, we adopt a multi-model framework to identify the dominant hydrological process and appropriate model structure of a karst spring, located in Guilin city, China. For this catchment, the spring discharge is the only available data for the model calibration. This framework starts with a relative complex conceptual model according to the perception of the catchment and then this complex is simplified into several different models by gradually removing the model component. The multi-objective approach is used to compare the performance of these different models and the regional sensitivity analysis (RSA) is used to investigate the parameter identifiability. The results show this karst spring is mainly controlled by two different hydrological processes and one of the processes is threshold-driven which is consistent with the fieldwork investigation. However, the appropriate model structure to simulate the discharge of this spring is much simpler than the actual aquifer structure and hydrological processes understanding from the fieldwork investigation. A simple linear reservoir with two different outlets is enough to simulate this spring discharge. The detail runoff process in the catchment is not needed in the conceptual model to simulate the spring discharge. More complex model should need more other additional data to avoid serious deterioration of model predictions. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:75 / 87
页数:13
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