On leveraging physical knowledge to augment neural network-based surrogate models for simulations

Towards a Better Understanding of Agent-based Airport Terminal Operations Using Surrogate Modeling

Surrogate Model Based Diagnostics for the GEnx-1B Turbofan Engine

GNNs and Beam Dynamics: Investigation into the application of Graph Neural Networks to predict the dynamic behaviour of lattice beams

A surrogate model approach to study the effect of rainfall through cracks on the macro-stability of canal dikes

Multi-Point Fluid-Dynamic Shape Optimization for Turbomachinery

Fatigue Load Emulation of Offshore Wind Turbines Using Advanced Surrogate Models

Online Surrogate Models for the Constrained Optimization of Interplanetary Low-Thrust Trajectories

Surrogate models for the characterization of hydrodynamic loads on perforated monopiles

Bayesian system identification of civil engineering structures using high resolution optic fibre measurements and surrogate modelling

Breaking the Curse of Dimensionality: Polynomial Chaos for Exploratory Modelling

Surrogate modelling framework for probabilistic assessment of slope stability of dikes on heterogeneous soils

Interpretability and performance of surrogate decision trees produced by Viper

Data-driven optimization of building-integrated ducted openings for wind energy harvesting: Sensitivity analysis of metamodels

An Efficient Modeling Approach for Probabilistic Assessments of Present-Day and Future Fluvial Flooding

Safety Performance Boundary Identification of Highly Automated Vehicles: A Surrogate Model-Based Gradient Descent Searching Approach

Long-term viscoelastic deformation monitoring of a concrete dam: A multi-output surrogate model approach for parameter identification

Multilevel Monte Carlo with Surrogate Models for Resource Adequacy Assessment

Machine Learning-Based Surrogate Modeling for Urban Water Networks: Review and Future Research Directions

Multi-level damage diagnosis on stiffened composite panels based on a damage-uninformative digital twin