Mapping pareto fronts for efficient multi-objective materials discovery

Mapping pareto fronts for efficient multi-objective materials discovery

With advancements in automation and high-throughput techniques, we can tackle more complex multi-objective materials discovery problems requiring a higher evaluation budget. Given that experimentation is greatly limited by evaluation budget, maximizing sample efficiency of optimization becomes cruci...

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Bibliographic Details
Main Authors: Low, Andre Kai Yuan, Vissol-Gaudin, Eleonore, Lim, Yee-Fun, Hippalgaonkar, Kedar
Other Authors: School of Materials Science and Engineering
Format: Article
Language:English
Published: 2024
Subjects:
Engineering
Machine learning
High-throughput experimentation
Online Access:https://hdl.handle.net/10356/175894
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Institution: Nanyang Technological University
Language: English

Internet

https://hdl.handle.net/10356/175894

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