Structural Response of Coastal Structures

Coastal and offshore structures experience complex, uncertain loading from waves, currents, and storm surges. We developed rigorous uncertainty quantification (UQ) frameworks and graph neural operator (GNO) surrogates to characterise and predict structural response efficiently, without the need for thousands of expensive high-fidelity simulations.

• Sensitivity analysis and statistical characterisation of structural response extremes
• Surrogate-based UQ for wave–structure interaction
• Graph neural operators for ill-posed inverse problems in wave loading
• Handling irregular geometries and unstructured meshes
• Validation against physical flume experiments