2 papers
physics.ao-ph2026
A Physics--ML Multi-Fidelity Strategy for Earth System Model Parameter Optimization: A QG Proof-of-Concept
Abdullah A. Fahad, Manmeet Singh, Donifan Barahona +2
Earth System Models rely on tunable subgrid-scale parameterizations, but optimizing these parameters is computationally expensive, particularly when nonlinear interactions require…
physics.ao-ph2026
Data Driven Air Entrainment Velocity Parameterization by Breaking Waves
Xiaohui Zhou, Anton S. Darmenov, Kianoosh Yousefi
Wave breaking injects turbulence and bubbles into the upper ocean, modulating air-sea exchange of momentum, heat, gases, and sea-spray aerosols. These fluxes depend nonlinearly on…