Accelerated development of multi-component alloys in discrete design space using Bayesian multi-objective optimisation

Bayesian optimisation (BO) protocols grounded in active learning (AL) principles have gained significant recognition for their ability to efficiently optimize black-box objective functions. This capability is critical for advancing autonomous and high-throughput materials design and discovery proces...

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Bibliographic Details
Main Authors: Osman Mamun, Markus Bause, Bhuiyan Shameem Mahmood Ebna Hai
Format: Article
Language:English
Published: IOP Publishing 2025-01-01
Series:Machine Learning: Science and Technology
Subjects:
Online Access:https://doi.org/10.1088/2632-2153/ada47d
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