AI4PDE (CFD)

Single phase flow

AI4Urban - Air flow in central London (South kensington)

AI4Health - Indoor air quality (Classroom, meeting room, train carriage)

AI4Solid - Stokes flows

Multiphase flow

AI4Wave - Oscillating Water Columne (OWC) energy device

AI4Mult - Foundamental multiphase flow problem (Collasping water colume, rising bubble)

AI4Chem - Slug flow within a pipe

AI4Flood - Carlisle 2005 flooding (3D)

AI4SWE - Cariisle 2005 flooding (2D Shallow Water Equation)

Outputs

Journal paper

• (2024) Solving the Discretised Multiphase Flow Equations with Interface Capturing on Structured Grids Using Machine Learning Libraries. Computer Methods in Applied Mechanics and Engineering

• (2024) Using AI libraries for incompressible Computational Fluid Dynamics. arXiv preprint

• (2024) Implementing the Discontinuous-Galerkin Finite Element Method using Graph Neural Networks. Neural Networks

• (2023) Solving the Dsicretised Diffusion Equation in Neutron Transport using Neural Networks. International Journal for Numerical Methods in Engineering

• (2023) Solving the Discretised Boltzmann Transport Equations using Neural Networks: Applications in Neutron Transport. arXiv preprint

• (2023) Computational Modelling in Nuclear Science and Engineering: The Role of Artificial Intelligence. Nuclear Future Journal

• [(2024) Solving the Discretised Shallow Water Equations Using Neural Networks. (In preparation)]

Conference paper

• (2023) Solving Multiphase Flow Problems using Intelligent Finite Element Methods. CM4P conference, Porto, Portugal
• (2023) Efficient Finite Element Methods formed from Artificial Neural Networks for Solving CFD Problems. 22nd IACM Computational Fluids Conference, Cannes, France