This sco** review assesses the current use of simulation-based design optimization
(SBDO) in marine engineering, focusing on identifying research trends, methodologies, and …

For the simulation-based hull form optimization design, there are many methods to evaluate
the hydrodynamic performance of the hull form. Although the high fidelity of the surrogate …

Surrogate modelling is a popular approach for reducing the number of high fidelity
simulations required within an engineering design optimization. Multi-fidelity surrogate …

Resided at the intersection of multi-fidelity optimization (MFO) and Bayesian optimization
(BO), MF BO has found a niche in solving expensive engineering design optimization …

The paper shows how cost-reduction methods can be synergistically combined to enable
high-fidelity hull-form optimization under stochastic conditions. Specifically, a multi-objective …

This paper overviews the efforts of a technical team within the NATO Applied Vehicle
Technology Panel to apply multi-fidelity methods to vehicle design. The objectives of the …

A multi-fidelity (MF) active learning method is presented for design optimization problems
characterized by noisy evaluations of the performance metrics. Namely, a generalized MF …

This paper investigates the impact of kernel functions on the accuracy of bi-fidelity Gaussian
process regressions (GPR) for engineering applications. The potential of composite kernel …

The unsteady planing motion in waves is a complicated problem, that can lead to
uncomfortable riding situation and structural damages due to large wave-induced dynamic …

In real-life mechanical engineering applications, it is often complex to achieve an optimal
multi-objective design, because of the costs related to fabrication and test of different …