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Journal of Computing and Information Science in Engineering
EISSN: 1944-7078
ISSN: 1530-98270
Priority: 4
Publisher: American Society of Mechanical Engineers
Description: The Journal of Computing and Information Science in Engineering publishes archival research results and advanced technical applications More ...
Now showing items 1-3 of 3
sMF-BO-2CoGP: A Sequential Multi-Fidelity Constrained Bayesian Optimization Framework for Design Applications
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Bayesian optimization (BO) is an efiective surrogate-based method that has been widely used to optimize simulation-based applications. While the traditional Bayesian optimization approach only applies to single-fidelity ...
Erratum: “sMF-BO-2CoGP: A Sequential Multi-Fidelity Constrained Bayesian Optimization Framework for Design Applications” [ASME J. Comput. Inf. Sci. Eng., 20(3), p. 0031007; DOI: 10.1115/1.4046691]
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: This article was intended to be published as part of the October 2020 Special Issue on Highlights of 2020 CIE Conference.
Monotonic Gaussian Process for Physics-Constrained Machine Learning With Materials Science Applications
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Physics-constrained machine learning is emerging as an important topic in the field of machine learning for physics. One of the most significant advantages of incorporating physics constraints into machine learning methods ...