Role of multifidelity data in sequential active learning materials discovery campaigns: case study of electronic bandgap

Materials discovery and design typically proceeds through iterative evaluation (both experimental and computational) to obtain data, generally targeting improvement of one or more properties under one or more constraints (e.g. time or budget). However, there can be great variation in the quality and...

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Bibliographic Details
Main Authors: Ryan Jacobs, Philip E Goins, Dane Morgan
Format: Article
Language:English
Published: IOP Publishing 2023-01-01
Series:Machine Learning: Science and Technology
Subjects:
Online Access:https://doi.org/10.1088/2632-2153/ad1627