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Verification, validation, and uncertainty quantification in scientific computing / William L. Oberkampf, Christopher J. Roy.

Cambridge eBooks: Frontlist 2025 Available online

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Format:
Book
Author/Creator:
Oberkampf, William L., 1944- author.
Roy, Christopher J., author.
Standardized Title:
Verification and validation in scientific computing
Language:
English
Subjects (All):
Science--Data processing.
Science.
Numerical calculations--Verification.
Numerical calculations.
Computer programs--Validation.
Computer programs.
Decision making--Mathematical models.
Decision making.
Physical Description:
1 online resource (xvii, 711 pages) : digital, PDF file(s).
Edition:
Second edition.
Place of Publication:
Cambridge, United Kingdom ; New York, NY, USA : Cambridge University Press, 2025.
Summary:
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.
Contents:
Historical and modern role of modeling and simulation
Credibility of simulation
Outline and use of the book.
Notes:
Title from publisher's bibliographic system (viewed on 24 Mar 2025).
Includes bibliographical references and index.
Description based on publisher supplied metadata and other sources.
ISBN:
1-009-03366-2
1-009-03100-7
OCLC:
1440045210

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