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RISA Multi-Fidelity Bayesian Optimization Approach for Constrained Multi-Objective Optimization Problems
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: In this paper, a multi-fidelity Bayesian optimization approach is presented to tackle computationally expensive constrained multiobjective optimization problems (MOPs). The proposed approach consists of a three-stage ...
A Sequential Sampling Approach for Multi-Fidelity Surrogate Modeling-Based Robust Design Optimization
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Multi-fidelity surrogate modeling has been extensively used in engineering design to achieve a balance between computational efficiency and prediction accuracy. Sequential sampling strategies have been investigated to ...
Model Validation Methods for Multiple Correlated Responses via Covariance-Overlap Based Distance
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Model validation methods have been widely used in engineering design to provide a quantified assessment of the agreement between simulation predictions and experimental observations. For the validation of simulation models ...