Summary
I am currently an academic visitor in the Department of Earth Science and Engineering, as a Research Software Engineer working on a research project whose aims are to (a) use machine learning techniques to accelerate mesh adaptation methods, and (b) integrate mesh adaptation methods into solvers for PDE-constrained optimisation problems.
I was previously a Research Associate in the same group, working more generally on advanced discretisation methods for geoscience applications.
I am a former MRes and PhD student on the Mathematics of Planet Earth Centre for Doctoral Training (MPE CDT) shared between Imperial College and the University of Reading.
Publications
Journals
Wallwork JG, Angeloudis A, Barral N, et al. , 2024, Tidal turbine array modelling using goal-oriented mesh adaptation, Journal of Ocean Engineering and Marine Energy, Vol:10, ISSN:2198-6452, Pages:193-216
Kärnä T, Wallwork JG, Kramer SC, 2023, Efficient optimization of a regional water elevation model with an automatically generated adjoint, Journal of Advances in Modeling Earth Systems, Vol:15, ISSN:1942-2466
Clare MCA, Wallwork JG, Kramer SC, et al. , 2022, Multi-scale hydro-morphodynamic modelling using mesh movement methods, Gem: International Journal on Geomathematics, Vol:13, ISSN:1869-2672
Conference
Song W, Wallwork JG, Tian Z, et al. , 2022, M2N: Mesh movement networks for PDE solvers, 36th Conference on Neural Information Processing Systems (NeurIPS 2022), Pages:1-12, ISSN:1049-5258