TY - JOUR
T1 - Coupling Reservoir Operation and Rainfall-Runoff Processes for Streamflow Simulation in Watersheds
AU - Vora, Anav
AU - Cai, Ximing
AU - Chen, Yanan
AU - Li, Donghui
N1 - The authors are grateful for Prof Richard Vogel at Tufts University for his help on the model evaluation performance. The authors also acknowledge and thank Kevin Wallington and Hari Dave (PhD students at University of Illinois Urbana Champaign) for helpful discussions during the formulation of the analysis's framework. Funding for this project was provided by the National Oceanic and Atmospheric Administration (NOAA), awarded to the Cooperative Institute for Research to Operations in Hydrology (CIROH) through the NOAA Cooperative Agreement with The University of Alabama, NA22NWS4320003.
PY - 2024/6
Y1 - 2024/6
N2 - We assess the overall watershed system representation via fully coupling a generic reservoir operation model with a conceptual rainfall-runoff model. The performance of the coupled model is evaluated comprehensively by examining watershed outflow simulations, model parameter values, and a key internal flux of the watershed model (here reservoir inflow). Five published generic reservoir operation models are coupled with a watershed rainfall-runoff model, and results are compared across the coupled models and one additional model called ResIgnore that ignores reservoir operation. Traditional loosely coupled watershed hydrologic models (where calibrated inflow is routed through reservoir operation models) are used as baselines to examine the differences in simulation performance and parameterization obtained from the fully coupled models. We find that fully coupling the Generic Data-Driven Reservoir Operation Model (GDROM) and the Dynamically Zoned Target Release (DZTR) reservoir operation models with the rainfall-runoff model obtains robust simulations of watershed outflow with realistic parameterization, suggesting that they can be reliably integrated into large-scale hydrological models for simulating streamflow in heavily dammed watersheds. Our results also show that compared to ResIgnore, the fully coupled watershed models more accurately simulate the entire distribution of watershed outflow, obtain more realistic values of model parameters, and simulate reservoir inflow with higher accuracy. Finally, we note that the prediction intervals of watershed outflow obtained from the GDROM- and DZTR-based fully coupled models consistently envelop observed watershed outflow across the study watersheds, indicating that GDROM and DZTR can be suitable reservoir components of large-scale hydrology models.
AB - We assess the overall watershed system representation via fully coupling a generic reservoir operation model with a conceptual rainfall-runoff model. The performance of the coupled model is evaluated comprehensively by examining watershed outflow simulations, model parameter values, and a key internal flux of the watershed model (here reservoir inflow). Five published generic reservoir operation models are coupled with a watershed rainfall-runoff model, and results are compared across the coupled models and one additional model called ResIgnore that ignores reservoir operation. Traditional loosely coupled watershed hydrologic models (where calibrated inflow is routed through reservoir operation models) are used as baselines to examine the differences in simulation performance and parameterization obtained from the fully coupled models. We find that fully coupling the Generic Data-Driven Reservoir Operation Model (GDROM) and the Dynamically Zoned Target Release (DZTR) reservoir operation models with the rainfall-runoff model obtains robust simulations of watershed outflow with realistic parameterization, suggesting that they can be reliably integrated into large-scale hydrological models for simulating streamflow in heavily dammed watersheds. Our results also show that compared to ResIgnore, the fully coupled watershed models more accurately simulate the entire distribution of watershed outflow, obtain more realistic values of model parameters, and simulate reservoir inflow with higher accuracy. Finally, we note that the prediction intervals of watershed outflow obtained from the GDROM- and DZTR-based fully coupled models consistently envelop observed watershed outflow across the study watersheds, indicating that GDROM and DZTR can be suitable reservoir components of large-scale hydrology models.
KW - coupled human-natural systems
KW - large-scale hydrology modeling
KW - model performance evaluation
KW - rainfall-runoff models
KW - reservoir operation models
KW - watershed models
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U2 - 10.1029/2023WR035703
DO - 10.1029/2023WR035703
M3 - Article
AN - SCOPUS:85196794769
SN - 0043-1397
VL - 60
JO - Water Resources Research
JF - Water Resources Research
IS - 6
M1 - e2023WR035703
ER -