Data-Based Methods for Materials Design and Discovery (Heftet)

Basic Ideas and General Methods

Serie: Synthesis Lectures on Materials and Optics 

Forfatter:

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Forfatter: , , og
Innbinding: Heftet
Utgivelsesår: 2020
Antall sider: 188
Forlag: Morgan & Claypool Publishers
Språk: Engelsk
Serie:
ISBN/EAN: 9781681737379
Kategori: Teknologi, transport og landbruk og Design
Omtale Data-Based Methods for Materials Design and Discovery
Machine learning methods are changing the way we design and discover new materials. This book provides an overview of approaches successfully used in addressing materials problems (alloys, ferroelectrics, dielectrics) with a focus on probabilistic methods, such as Gaussian processes, to accurately estimate density functions. The authors, who have extensive experience in this interdisciplinary field, discuss generalizations where more than one competing material property is involved or data with differing degrees of precision/costs or fidelity/expense needs to be considered.

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