Global sensitivity analysis in hydrological modeling: Review of concepts, methods, theoretical framework, and applications
State Key Laboratory of Hydrology-Water Resources and Hydraulic Engineering · China University of Mining and Technology · +6 more institutions
Abstract
Sensitivity analysis (SA) aims to identify the key parameters that affect model performance and it plays important roles in model parameterization, calibration, optimization, and uncertainty quantification. However, the increasing complexity of hydrological models means that a large number of parameters need to be estimated. To better understand how these complex models work, efficient SA methods should be applied before the application of hydrological modeling. This study provides a comprehensive review of global SA methods in the field of hydrological modeling. The common definitions of SA and the typical categories of SA methods are described. A wide variety of global SA methods have been introduced to…
Citation impact
- FWCI
- 32.04
- Percentile
- 100%
- References
- 202
Authors
6- XSXiaomeng SongCorresponding
State Key Laboratory of Hydrology-Water Resources and Hydraulic Engineering, China University of Mining and Technology, Ministry of Water Resources of the People's Republic of China, Nanjing Hydraulic Research Institute
- JZJianyun Zhang
State Key Laboratory of Hydrology-Water Resources and Hydraulic Engineering, Ministry of Water Resources of the People's Republic of China, Nanjing Hydraulic Research Institute
- CZChesheng ZhanCorresponding
Institute of Geographic Sciences and Natural Resources Research
- YXYunqing Xuan
Swansea University
- MYMing Ye
Florida State University
Topics & keywords
- Computer science
- Identification (biology)
- Hydrological modelling
- Sensitivity (control systems)
- Variety (cybernetics)
- Field (mathematics)
- Uncertainty analysis
- Management science