Combined Data Assimilation and Model Calibration in Water Resources Systems

Hamid Moradkhani, Kuolin Hsu, Soroosh Sorooshian & Hamid Moradkhani
The key issues in operational forecast system at the National Weather Service River Forecast System (NWSRFC) in US are the reliable quantification of forecast uncertainty which is dependent upon accurate parameter estimation (model calibration), state initializations and incorporation of historical climatological variability through Ensemble Streamflow Prediction (ESP) system. Ensemble-based data assimilation methods are becoming popular in water resources modeling largely because of their flexibility, capability and effectiveness. Emerging technologies in Bayesian estimation within the sequential...
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