Joint Parameter and Parameterization Inference with Uncertainty Quantification through Differentiable Programming

Yongquan Qu, Mohamed Aziz Bhouri, Pierre Gentine

Accurate representations of unknown and sub-grid physical processes through parameterizations (or closure) in numerical simulations with quantified uncertainty are critical for res…