Two computer screens showing some computational science work in the department of earth sciene and engineering

Developing advanced numerical methods, models, and computational techniques for prediction and monitoring

We forecast and model a wide range of industrial and environmental processes, with a particular focus on developing and applying advanced numerical methods and scientific computational techniques.

We engineer solutions to some of the most pressing global problems — including how pollution travels through busy cities, how metals enter and disperse through the environment, and how ocean wave energy dissipates on shorelines during storm surges — and work to understand the myriad physical processes occuring in the pristine and perturbed natural environment.

By reproducing realistic surfaces of flowing liquids, crashing waves, bursting bubbles and more, our modelling sheds light on processes such as:

  • ocean circulation;
  • climate systems;
  • nuclear safety;
  • radiative transport and multi-phase flow;
  • fluid-particulate-solid behaviour;
  • minerals processing; and
  • meteorite impacts.

If you are interested in one of the projects listed below, we encourage you to contact the primary project supervisor or the alternative contact person for further information.

Current Projects

 


Pore-Scale Imaging, Analysis, and Data-Driven Pore-Scale Modelling Info Sheet - Blunt Pore-Scale Imaging]

Supervisor: Professor Martin Blunt


Topology, wettability and fluid flow in porous materials [Info Sheet - Blunt Topology]‌

Supervisor: Professor Martin Blunt


Modelling and predicting flotation froth stability [Info Sheet - Brito-Parada Froth Stability]

Supervisors: Dr Pablo Brito-Parada, Professor Stephen Neethling


Dynamic Isotopic and Probabilistic Modelling of Global Metal Flows: Integrating Isotope Geochemistry, Bayesian Inference, and System Dynamics to Advance Industrial Ecology [Info Sheet - Plancherel DIPMod]

Supervisors: Dr Yves Plancherel, Rupert Myers, Pablo Brito-Parada, Kolyan Ray


Integrating Multimodal Very-High-Resolution Data for Ecosystem Intelligence and Natural Capital Monitoring [Info Sheet - Plancherel AI4UAV]

Supervisors: Dr Yves Plancherel, Matt Piggott


Data-Driven Detection and Attribution of Illegal Resource Extraction [Info Sheet - Plancherel IllegalResources]

Supervisors: Dr Yves Plancherel


Decoding inner solar system bombardment from crater populations [Info Sheet - Collins Crater Scaling]

Supervisors: Prof Gareth Collins


Impact Processing of Planetary Crust [‌Info Sheet - Collins Impact Porosity]

Supervisors: Prof Gareth Collins, Mark Wieczorek (IPGP)


Digital twin tools for decarbonisation management [Info Sheet - Fang digital twin]

Supervisors: Dr Fangxin Fang


New generation data assimilation and rapid response models for urban flooding [Info Sheet - Fang Flooding]

Supervisors: Dr Fangxin Fang, Professor Christopher Pain


Optimisation of sensor locations for observation of air flows/pollutions [Info Sheet - Fang Sensor]

Supervisors: Dr Fangxin Fang, Professor Christopher Pain


Rapid Response Modelling for Assessment of Pollution and Toxic Releases in Complex Urban Environments [‌‌‌‌Info Sheet - Fang ROM]

Supervisors: Dr Fangxin Fang, Professor Christopher Pain


Environmental Pollution & Marine Biogeochemistry – Isotopic Tracing and Modelling of Lead & Cadmium in the Indian Ocean [Info Sheet - van De Flierdt indian ocean]

Supervisors: Professor Tina van de Flierdt, Professor Mark Rehkämper


Structure and Evolution of the African Plate from Geophysical Observations [Info Sheet - Goes Africa Joint Tomography]

Supervisors: Professor Saskia Goes, Dr Gareth Roberts


Simulating impacts onto Saturn’s icy moons and rings [Info Sheet - Kegerreis Ice Impacts]

Supervisors: Dr Jacob Kegerreis, Professor Gareth Collins, Dr Paul Estrada (NASA)


Simulating impacts onto Earth: from enabling early life to causing extinction [Info Sheet - Kegerreis Earth Impacts]

Supervisors: Dr Jacob Kegerreis, Professor Gareth Collins,  Dr Vincent Eke (Durham University)


Global CO2 storage capacity: Modeling limitations of geography and injectivity [Info Sheet - Krevor CO2StorageCapacity]

Supervisor: Prof Sam Krevor


Reservoir characterisation and modelling of CO2 storage underground [Info Sheet - Krevor CO2StorageModelling]

Supervisor: Prof Sam Krevor


Learning dynamics on manifolds with neural geodesic flows [Moseley Learning dynamics on manifolds]

Supervisor: Dr Ben Moseley


Learning fast and generalizable climate models with neural differential equations [Moseley - generalizable climate models]

Supervisors: Dr Ben Moseley, Professor Christopher Pain


Multi-scale simulation with physics-informed neural networks [Info Sheet - Moseley PINNs]

Supervisor: Dr Ben Moseley


Determining ancient field intensities from chemical remanent magnetisations in rocks and meteorites [Info sheet - Ancient Field Intensities]

Supervisors: Prof. Adrian Muxworthy, Prof. Dominik Weiss, and Dr. David Heslop (ANU, Canberra)


Using the magnetic signature of former hydrocarbon-rich environments to test for the suitability of carbon Sequestration: A numerical approach [Info sheet - Magnetic Signature of Hydrocarbon-rich Environments]

Supervisors: Prof. Adrian Muxworthy, and Prof. Wyn Williams (University of Edinburgh)


Reduced-Order and Sparse Reconstruction Methods for Cardiac Ultrasound FWI [Info Sheet - Nelson MI]

Supervisors: Dr Rhodri Nelson, Prof Gerard Gorman


Dynamic Mesh Adaptivity in Large-Scale Finite Difference Simulations [Info Sheet - Nelson AMR]

Supervisors: Dr Rhodri Nelson, Prof Gerard Gorman


Mixed-Precision Algorithms for High-Performance Physics Simulations [Info Sheet - Nelson RP]

Supervisors: Dr Rhodri Nelson, Prof Gerard Gorman


CASL in Devito: high-fidelity geophysical fluid simulation with contour methods[Info Sheet - Nelson CASL]

Supervisors: Dr Rhodri Nelson, Prof Gerard Gorman


Mantle Dynamic Impacts on Cenozoic Sea-Level Evolution [Info Sheet - Richards mantle]

Supervisors: Dr Fred Richards


Mapping the Continental Hydrogen Kitchen [Info Sheet - Richards mapping]

Supervisors: Dr Fred Richards, Ann Muggeridge, Rebecca Bell, Valentin Laurent, and Michele Paulatto


Source-to-Sink Analysis of Critical Metal Mineralisation [Info Sheet - Richards source to sink]

Supervisors: Dr Fred Richards, Tom Lamont (UNLV) and Alex Lipp (UCL)


Uncovering the impact of mantle dynamics on Cenozoic ocean circulation [Info Sheet - Richards uncovering]

Supervisors: Dr Fred Richards


Current projects in the Environmental Geochemistry Group for the Academic Year 2026/2027 [Info Sheet - Weiss PhD projects]

Supervisor: Professor Dominik Weiss


Machine learning for subsurface multiphase flow in the energy transition [Info sheet - Machine Learning for Multiphase Flow]

Supervisors: Dr Gege Wen