Data-Based Methods for Materials Design and Discovery

Basic Ideas and General Methods

Häftad, Engelska, 2020

Av Ghanshyam Pilania, Prasanna V. Balachandran, James E. Gubernatis, Turab Lookman

719 kr

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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.

Produktinformation

  • Utgivningsdatum2020-03-06
  • Mått191 x 235 x 11 mm
  • Vikt370 g
  • FormatHäftad
  • SpråkEngelska
  • SerieSynthesis Lectures on Materials and Optics
  • Antal sidor172
  • FörlagSpringer International Publishing AG
  • ISBN9783031012556
  • OriginaltitelData-Based Methods for Materials Design and Discovery