Hydrological Modeling in the Chaohu Lake Basin of China—Driven by Open-Access Gridded Meteorological and Remote Sensing Precipitation Products
Open Access
Abstract
This study assessed the performance of two well-known gridded meteorological datasets, CFSR (Climate Forecast System Reanalysis) and CMADS (China Meteorological Assimilation Driving Datasets), and three satellite-based precipitation datasets, TRMM (Tropical Rainfall Measuring Mission), CMORPH (Climate Prediction Center morphing technique), and CHIRPS (Climate Hazards Group InfraRed Precipitation with Station data), in driving the SWAT (Soil and Water Assessment Tool) model for streamflow simulation in the Fengle watershed in the middle–lower Yangtze Plain, China. Eighteen model scenarios were generated by forcing the SWAT model with different combinations of three meteorological datasets and six precipitation datasets. Our results showed that (1) the three satellite-based precipitation datasets (i.e., TRMM, CMORPH, and CHIRPS) generally provided more accurate precipitation estimates than CFSR and CMADS. CFSR and CMADS agreed fairly well with the gauged measurements in maximum temperature, minimum temperature, and relative humidity, but large discrepancies existed for the solar radiation and wind speed. (2) The impact of precipitation data on simulated streamflow was much larger than that of other meteorological variables. Satisfactory simulations were achieved using the CMORPH precipitation data for daily streamflow simulation and the TRMM and CHIRPS precipitation data for monthly streamflow simulation. This suggests that different precipitation datasets can be used for optimal simulations at different temporal scales.Keywords
Funding Information
- National Natural Science Foundation of China (51879130, 42077449, CXJD2019001)
- National Natural Science Foundation of China (51879130, 42077449, CXJD2019001)
- Discipline Innovation and Talent Introduction Base Project of Colleges and Universities in Henan Province of China (51879130, 42077449, CXJD2019001)
This publication has 61 references indexed in Scilit:
- Evaluation of High-Resolution Satellite Rainfall Products through Streamflow Simulation in a Hydrological Modeling of a Small Mountainous Watershed in EthiopiaJournal of Hydrometeorology, 2012
- Evaluation of satellite rainfall products through hydrologic simulation in a fully distributed hydrologic modelWater Resources Research, 2011
- Integration of remotely sensed C factor into SWAT for modelling sediment yieldHydrological Processes, 2011
- Accelerating Markov Chain Monte Carlo Simulation by Differential Evolution with Self-Adaptive Randomized Subspace SamplingInternational Journal of Nonlinear Sciences and Numerical Simulation, 2009
- Modelling hydrology and water quality in the pre-alpine/alpine Thur watershed using SWATJournal of Hydrology, 2007
- The TRMM Multisatellite Precipitation Analysis (TMPA): Quasi-Global, Multiyear, Combined-Sensor Precipitation Estimates at Fine ScalesJournal of Hydrometeorology, 2007
- Estimating Uncertain Flow and Transport Parameters Using a Sequential Uncertainty Fitting ProcedureVadose Zone Journal, 2004
- LARGE AREA HYDROLOGIC MODELING AND ASSESSMENT PART I: MODEL DEVELOPMENT1Jawra Journal of the American Water Resources Association, 1998
- The future of distributed models: Model calibration and uncertainty predictionHydrological Processes, 1992
- River flow forecasting through conceptual models part I — A discussion of principlesJournal of Hydrology, 1970