aphBO-2GP-3B: a budgeted asynchronous parallel multi-acquisition functions for constrained Bayesian optimization on high-performing computing architecture

High-fidelity complex engineering simulations are often predictive, but also computationally expensive and often require substantial computational efforts. The mitigation of computational burden is usually enabled through parallelism in high-performance cluster (HPC) architecture. Optimization probl...

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Bibliographic Details
Published in:	Structural and multidisciplinary optimization Vol. 65; no. 4
Main Authors:	Tran, Anh, Eldred, Mike, Wildey, Tim, McCann, Scott, Sun, Jing, Visintainer, Robert J.
Format:	Journal Article
Language:	English
Published:	Berlin/Heidelberg Springer Berlin Heidelberg 01.04.2022 Springer Nature B.V Springer
Subjects:	Accuracy asynchronously parallel Bayesian analysis Bayesian optimization Computational fluid dynamics Computational Mathematics and Numerical Analysis Computer simulation Computing costs Constraints Engineering Engineering Design Finite element method Gaussian process Industrial applications known/unknown constrained Mathematical analysis MATHEMATICS AND COMPUTING multi-acquisition Optimization Research Paper Simulation Theoretical and Applied Mechanics Gaussian process Constrained Asynchronous parallel GP-Hedge Multi-acquisition Bayesian optimization GP-UCB-PE
ISSN:	1615-147X, 1615-1488
Online Access:	Get full text
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