151. Integrated Dynamics‐Physics Coupling for Weather to Climate Models: GFDL SHiELD With In‐Line Microphysics.
- Author
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Zhou, Linjiong and Harris, Lucas
- Subjects
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ATMOSPHERIC models , *MICROPHYSICS , *TROPICAL cyclones , *GEOPHYSICAL fluid dynamics , *WEATHER forecasting , *WEATHER - Abstract
We propose an integrated dynamics‐physics coupling framework for weather and climate‐scale models. Each physical parameterization would be advanced on its natural time scale, revise the thermodynamics to include moist effects, and finally integrated into the relevant components of the dynamical core. We show results using a cloud microphysics scheme integrated within the dynamical core of the Geophysical Fluid Dynamics Laboratory System for High‐resolution prediction on Earth‐to‐Local Domains weather model to demonstrate the promise of this concept. We call it the in‐line microphysics as it is in‐lined within the dynamical core. Statistics gathered from 1 year of weather forecasts show significantly better prediction skills when the model is upgraded to use the in‐line microphysics. However, we do find that some biases are degraded with the in‐line microphysics. The in‐line microphysics also shows larger‐amplitude and higher‐frequency variations in cloud structures within a tropical cyclone than the traditionally‐coupled microphysics. Finally, we discuss the prospects for further development of this integrated dynamics‐physics coupling. Plain Language Summary: Resolved‐scale air flow ("dynamics") and sub‐grid parameterizations ("physics") are two essential components of a weather or climate model. They work together through dynamics‐physics coupling in weather and climate models. However, traditionally dynamics and physics are engineered in isolation and developed independently in models, and many parts of the physics run at a physically‐inappropriate time frequency, or with heat transfers that are inconsistent with the dynamics, leading to errors. This paper proposes an integrated dynamics‐physics coupling framework that can significantly improve weather prediction skills. A concrete example is the cloud and precipitation physics integrated within the dynamics in a global weather model developed at Geophysical Fluid Dynamics Laboratory. When a large number of 10‐day forecasts are run, the version with integrated cloud and precipitation physics shows significantly lower errors and higher skill, especially for large‐scale weather patterns, compared to a traditionally‐coupled physics scheme. The integrated physics also shows promise for improved simulation of high‐impact weather events such as hurricanes. The prospects for the integration of other physics processes are also discussed. Key Points: A new integrated dynamics‐physics coupling framework is designed to enhance dynamics‐physics interaction and thermodynamic consistencyIn‐line microphysics coupling shows significant improvements to weather prediction skills in Geophysical Fluid Dynamics Laboratory System for High‐resolution prediction on Earth‐to‐Local DomainsIntegrated physics shows promise for improved simulation of high‐impact weather events such as hurricane [ABSTRACT FROM AUTHOR]
- Published
- 2022
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