This is a project which is currently making use of HPC facilities at Newcastle University. It is active.
For further information about this project, please contact:
The goal of this project is to run idealised numerical simulations augmented by machine-learning-driven forcing terms. This forcing will represent unresolved small-scale processes and allow for low resolution simulations to include effects that would normally require high resolution to model.
Simulations will consist of:
highly parallelised jobs using Python (Dedalus)
GPU simulations and machine learning using Python (JAX) and Julia (Oceananigans, GeophysicalFlows)