Acceleration of horizontal numerical advection for atmospheric modeling through surrogate modeling with temporal coarse-graining

Manho Park, Christopher V. Rackauckas, Christopher W. Tessum

Machine-learned surrogate modeling of advection may accelerate geoscientific models, but existing approaches have either achieved limited speedup or have sacrificed spatial resolut…