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Verification, Validation, and Uncertainty Quantification in Scientific Computing

Verification, Validation, and Uncertainty Quantification in Scientific Computing

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Product Details
Author:
William L. Oberkampf
Publisher:
Cambridge University Press
Publication Date:
Apr 03, 2025
Number of pages:
00729 pages
Binding:
Hardback or Cased Book
ISBN-10:
131651613X
ISBN-13:
9781316516133

Overview

Can you trust results from modeling and simulation? This text provides a framework for assessing the reliability of and uncertainty included in the results used by decision makers and policy makers in industry and government. The emphasis is on models described by PDEs and their numerical solution. Procedures and results from all aspects of verification and validation are integrated with modern methods in uncertainty quantification and stochastic simulation. Methods for combining numerical approximation errors, uncertainty in model input parameters, and model form uncertainty are presented in order to estimate the uncertain response of a system in the presence of stochastic inputs and lack of knowledge uncertainty. This new edition has been extensively updated, including a fresh look at model accuracy assessment and the responsibilities of management for modeling and simulation activities. Extra homework problems and worked examples have been added to each chapter, suitable for course use or self-study.


  • | Author: William L. Oberkampf
  • | Publisher: Cambridge University Press
  • | Publication Date: Apr 03, 2025
  • | Number of Pages: 00729 pages
  • | Binding: Hardback or Cased Book
  • | ISBN-10: 131651613X
  • | ISBN-13: 9781316516133

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