2 papers
cs.LG2026
Deep Learning Surrogates for Emulating Stochastic Climate Tipping Dynamics
Adeline Hillier, Jennifer Sleeman, Jay Brett +3
This work explores a dynamics-informed Temporal Fusion Transformer (TFT) as a data-driven surrogate for computationally intensive Earth system simulations. Focusing on multivariate…
physics.ao-ph2024
Formulation and calibration of CATKE, a one-equation parameterization for microscale ocean mixing
Gregory LeClaire Wagner, Adeline Hillier, Navid C. Constantinou +7
We describe CATKE, a parameterization for fluxes associated with small-scale or "microscale" ocean turbulent mixing on scales between 1 and 100 meters. CATKE uses a downgradient fo…