Investigating the performance of Deep Material Networks in accelerating multiscale modelling of laminated composites

MDO with composite aeroelastic tailoring

Surrogate Constitutive Models with Multi-fidelity Gaussian Processes for Composite Micromodels

Humble Giants: Computational Intelligence for Designing More Sustainable High-rise Buildings using Surrogate Models

Adjoint-Based Optimization through Reduced-Order Subdomain Surrogate Modelling: An Application in Reservoir Simulation

Optimisation Framework for the Design of Multilayered Cord-Rubber Hoses

Hull Generation for Fast Concept Exploration: Development of a Brute-Force Approach to Quickly Obtain Hull Shapes and a Resistance Prediction for Offshore Patrol Vessels

Bayesian model calibration with interpolating polynomials based on adaptively weighted leja nodes

Black-box combinatorial optimization using models with integer-valued minima

Investigating the use of neural network surrogate models in the evolutionary optimization of interplanetary low-thrust trajectories

Probabilistic system identification and reliability updating for hydraulic structures - Application to sheet pile walls

Automatic tuning of photonic beamformers: A data-driven approach

Optimization of Composite Structures for Crashworthiness

A dynamic emulator for physically based flow simulators under varying rainfall and parametric conditions

Prediction of unsteady nonlinear aerodynamic loads using deep convolutional neural networks: Investigating the dynamic response of agile combat aircraft

Using polynomial chaos expansion for wind energy

Layout Optimization Methods for Offshore Wind Farms Using Gaussian Processes

A data-driven surrogate modelling approach for acceleration of short-term simulations of a dynamic urban drainage simulator

A Hybrid Surrogate Modelling Strategy for Simplification of Detailed Urban Drainage Simulators

A surrogate-based multi-disciplinary design optimization framework modeling wing–propeller interaction