Southern Ocean Dynamics Under Climate Change: New Knowledge Through Physics-Guided Machine Learning

1 code implementation • 21 Oct 2023 • William Yik, Maike Sonnewald, Mariana C. A. Clare, Redouane Lguensat

In this region, THOR specifically reveals a shift in dynamical regime under climate change driven by changes in wind stress and interactions with bathymetry.

Uncertainty Quantification

Exploring Randomly Wired Neural Networks for Climate Model Emulation

1 code implementation • 6 Dec 2022 • William Yik, Sam J. Silva, Andrew Geiss, Duncan Watson-Parris

We also find no significant difference in prediction speed between networks with standard feedforward dense layers and those with randomly wired layers.