A microstructure-aware Bayesian optimization framework with active subspace dimension reduction finds optimal material configurations faster than latent-space-agnostic BO in synthetic and simulated thermoelectric cases.
Mokyr, The lever of riches: Technological creativity and eco- nomic progress, Oxford University Press, 1992
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Microstructure-Aware Bayesian Materials Design
A microstructure-aware Bayesian optimization framework with active subspace dimension reduction finds optimal material configurations faster than latent-space-agnostic BO in synthetic and simulated thermoelectric cases.