2 papers
physics.ao-ph2025
Advancing global sea ice prediction capabilities using a fully-coupled climate model with integrated machine learning
William Gregory, Mitchell Bushuk, Yong-Fei Zhang +4
We showcase a hybrid modeling framework which embeds machine learning (ML) inference into the GFDL SPEAR climate model, for online sea ice bias correction during a set of global fu…
physics.ao-ph2023
Machine learning for online sea ice bias correction within global ice-ocean simulations
William Gregory, Mitchell Bushuk, Yongfei Zhang +2
In this study we perform online sea ice bias correction within a GFDL global ice-ocean model. For this, we use a convolutional neural network (CNN) which was developed in a previou…