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Data-Based Methods for Materials Design and Discovery
- Basic Ideas and General Methods
Engelsk
Bogcover for Data-Based Methods for Materials Design and Discovery af Prasanna V. Balachandran, James E. Gubernatis, Ghanshyam Pilania, Turab Lookman, 9783031012556
Specifikationer
Sprog:
Engelsk
Sider:
172
ISBN-13:
9783031012556
Indbinding:
Paperback
ISBN-10:
3031012550
Kategori:
Udg. Dato:
6 mar 2020
Størrelse i cm:
23,5 x 19,1
Serie:
Synthesis Lectures on Materials and Optics
Oplagsdato:
6 mar 2020

Data-Based Methods for Materials Design and Discovery

- Basic Ideas and General Methods
Engelsk
Paperback 2020
Format:

Bog beskrivelse
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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Specifikationer
Sprog:
Engelsk
Sider:
172
ISBN-13:
9783031012556
Indbinding:
Paperback
ISBN-10:
3031012550
Kategori:
Udg. Dato:
6 mar 2020
Størrelse i cm:
23,5 x 19,1
Serie:
Synthesis Lectures on Materials and Optics
Oplagsdato:
6 mar 2020
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