I am a Postdoctoral researcher within the Predictability of Weather and Climate group.
Areas of interest/things I have worked on in the past:
- Machine learning applied to weather prediction
- Reduced-precision numerical modelling
- Adaptive mesh methods
- Automated finite element software
- Compatible finite element dynamical cores
Research interests
Machine learning
Neural networks
Finite element methods
Finite element software
Mesh adaptivity
Selected publications
A Generative Deep Learning Approach to Stochastic Downscaling of Precipitation Forecasts
ArXiv 2204.02028 (2022)
Firedrake: Automating the finite element method by composing abstractions
ACM Transactions on Mathematical Software 43:3 (2016)
AUTOMATED GENERATION AND SYMBOLIC MANIPULATION OF TENSOR PRODUCT FINITE ELEMENTS
SIAM JOURNAL ON SCIENTIFIC COMPUTING 38:5 (2016) S25-S47
Optimal-transport-based mesh adaptivity on the plane and sphere using finite elements
SIAM Journal on Scientific Computing Society for Industrial and Applied Mathematics 40:2 (2018) A1121-A1148