Multi-fidelity Bayesian Optimization in Engineering Design

B Do, R Zhang - arXiv preprint arXiv:2311.13050, 2023 - arxiv.org
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 …

Epsilon-Greedy Thompson Sampling to Bayesian Optimization

B Do, T Adebiyi, R Zhang - … of Computing and …, 2024 - asmedigitalcollection.asme.org
Bayesian optimization (BO) has become a powerful tool for solving simulation-based
engineering optimization problems thanks to its ability to integrate physical and …

Bayesian optimization-assisted approximate Bayesian computation and its application to identifying cyclic constitutive law of structural steels

B Do, M Ohsaki - Computers & Structures, 2023 - Elsevier
A costly finite element model discourages Bayesian inference of the underlying parameters
from noise-corrupted experimental datasets. This arises because the likelihood of such a …

Machine learning-based performance predictions for steels considering manufacturing process parameters: a review

W Fang, J Huang, T Peng, Y Long, F Yin - Journal of Iron and Steel …, 2024 - Springer
Steels are widely used as structural materials, making them essential for supporting our lives
and industries. However, further improving the comprehensive properties of steel through …

An asynchronous parallel high-throughput model calibration framework for crystal plasticity finite element constitutive models

A Tran, H Lim - Computational Mechanics, 2023 - Springer
Crystal plasticity finite element model (CPFEM) is a powerful numerical simulation in the
integrated computational materials engineering toolboxes that relates microstructures to …

Multi-objective optimization and seismic response analysis of concrete interlayer seismic isolation technology in prefabricated building

W Wang - Journal of Computational Methods in Science and …, 2024 - journals.sagepub.com
With the continuous optimization of prefabricated concrete structures, they have been widely
used in the field of construction. However, due to the existence of semi-rigid connections in …