Udvidet returret til d. 31. januar 2025

Uncertainty Quantification in Multiscale Materials Modeling - Bog

Bag om Uncertainty Quantification in Multiscale Materials Modeling

Uncertainty Quantification in Multiscale Materials Modeling provides a complete overview of uncertainty quantification (UQ) in computational materials science. It provides practical tools and methods along with examples of their application to problems in materials modeling. UQ methods are applied to various multiscale models ranging from the nanoscale to macroscale. This book presents a thorough synthesis of the state-of-the-art in UQ methods for materials modeling, including Bayesian inference, surrogate modeling, random fields, interval analysis, and sensitivity analysis, providing insight into the unique characteristics of models framed at each scale, as well as common issues in modeling across scales. Synthesizes available UQ methods for materials modelingProvides practical tools and examples for problem solving in modeling material behavior across various length scalesDemonstrates UQ in density functional theory, molecular dynamics, kinetic Monte Carlo, phase field, finite element method, multiscale modeling, and to support decision making in materials designCovers quantum, atomistic, mesoscale, and engineering structure-level modeling and simulation

Vis mere
  • Sprog:
  • Engelsk
  • ISBN:
  • 9780081029411
  • Indbinding:
  • Paperback
  • Sideantal:
  • 604
  • Udgivet:
  • 12. marts 2020
  • Størrelse:
  • 152x229x0 mm.
  • Vægt:
  • 1070 g.
  • 2-3 uger.
  • 6. december 2024
På lager

Normalpris

  • BLACK NOVEMBER

Medlemspris

Prøv i 30 dage for 45 kr.
Herefter fra 79 kr./md. Ingen binding.

Beskrivelse af Uncertainty Quantification in Multiscale Materials Modeling

Uncertainty Quantification in Multiscale Materials Modeling provides a complete overview of uncertainty quantification (UQ) in computational materials science. It provides practical tools and methods along with examples of their application to problems in materials modeling. UQ methods are applied to various multiscale models ranging from the nanoscale to macroscale. This book presents a thorough synthesis of the state-of-the-art in UQ methods for materials modeling, including Bayesian inference, surrogate modeling, random fields, interval analysis, and sensitivity analysis, providing insight into the unique characteristics of models framed at each scale, as well as common issues in modeling across scales.

Synthesizes available UQ methods for materials modelingProvides practical tools and examples for problem solving in modeling material behavior across various length scalesDemonstrates UQ in density functional theory, molecular dynamics, kinetic Monte Carlo, phase field, finite element method, multiscale modeling, and to support decision making in materials designCovers quantum, atomistic, mesoscale, and engineering structure-level modeling and simulation

Brugerbedømmelser af Uncertainty Quantification in Multiscale Materials Modeling



Find lignende bøger
Bogen Uncertainty Quantification in Multiscale Materials Modeling findes i følgende kategorier:

Gør som tusindvis af andre bogelskere

Tilmeld dig nyhedsbrevet og få gode tilbud og inspiration til din næste læsning.