Northwestern University

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Filtering by: Keyword Bayesian Optimization Keyword Machine Learning Keyword Materials Design

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A Data-driven Approach for Heterogeneous Materials Design

Description:

Heterogeneous materials have been emerging and playing essential roles in various engineering and scientific fields. They usually include multiple phases of materials to create unique properties that are not accessible to their homogeneous counterparts. The traditional design approach in the material science community is to use trial-and-error iteratively, which is...

Keyword:

Bayesian Optimization, Materials Design, Response Surface Model, Machine Learning, and Mixed Variable

Creator:

Yichi Zhang

Owner:

Scholarly Digital Publishing

Date Uploaded:

10/28/2019

Date Modified:

10/28/2019

Resource Type:

Dissertation