Adaptive active subspace-based efficient multifidelity materials design
Abstract
Materials design calls for an optimal exploration and exploitation of the process-structure-property (PSP) relationships to produce materials with targeted properties. Recently, we developed and deployed a closed-loop multi-information source fusion (multi-fidelity) Bayesian Optimization (BO) framework to optimize the mechanical performance of a dual-phase material by adjusting the material composition and processing parameters. While promising,...
Paper Details
Title
Adaptive active subspace-based efficient multifidelity materials design
Published Date
Nov 1, 2021
Journal
Volume
209
Pages
110001 - 110001
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Notes
History