Uncertainty Quantification in Multiscale Materials Modeling

Uncertainty Quantification in Multiscale Materials Modeling
Author : Yan Wang
Publisher : Woodhead Publishing Limited
Total Pages : 900
Release : 2020-03-12
ISBN 10 : 9780081029411
ISBN 13 : 0081029411
Language : EN, FR, DE, ES & NL

Uncertainty Quantification in Multiscale Materials Modeling Book Description:

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.


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