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Testing and validation of computer simulation models / David J., Murray-Smith

By: Murray-Smith, David J [autor]Series: Simulation Foundations, Methods and ApplicationsPublisher: New York : Springer, ©2015Description: xiv, 252 páginas : ilustraciones, tablas ; 24 cmContent type: texto Media type: no mediado Carrier type: volumenISBN: 9783319150987Subject(s): Ciencias de la computación | Fisiologia humana | Matemáticas de ingeniería | Simulación por ordenadoresDDC classification: 620.0044
Contents:
An introduction to simulation models and the modelling process. -- Concepts of simulation model testing, verification and validation. -- Measures of quality for model validation. -- Methods of model verification. -- Management issues within simulation model development and testing.
Summary: This must-read text/reference provides a practical guide to processes involved in the development and application of dynamic simulation models, covering a wide range of issues relating to testing, verification and validation. Illustrative example problems in continuous system simulation are presented throughout the book, supported by extended case studies from a number of interdisciplinary applications. Topics and features: Provides an emphasis on practical issues of model quality and validation, along with questions concerning the management of simulation models, the use of model libraries, and generic models Contains numerous step-by-step examples Presents detailed case studies, often with accompanying datasets for readers to use in model validation and testing exercises Includes discussion of hybrid models, which involve a combination of continuous system and discrete-event descriptions Examines experimental modeling approaches that involve system identification and parameter estimation, emphasizing the practical importance of more theoretical concepts such as identifiability and test input design Offers supplementary material at an associated website, including links for readers without prior experience in this field to expand their background knowledge This highly useful, hands-on work will be of great benefit to practitioners and professionals who use simulation and modeling techniques in their work, as well as to students in graduate-level courses on modeling and simulation. Dr. David Murray-Smith is an Emeritus Professor and Honorary Senior Research Fellow at the University of Glasgow.
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Item type Current location Collection Call number Vol info Copy number Status Date due Barcode Item holds
Book Book CRAI FUA Jaime Posada
Colección general
Colección general 620.0044 S614 (Browse shelf) 2015 1 Available 0000054915
Book Book CRAI FUA Jaime Posada
Colección general
Colección general 620.0044 S614 (Browse shelf) 2015 2 Available 0000054917
Total holds: 0

Include index

An introduction to simulation models and the modelling process. -- Concepts of simulation model testing, verification and validation. -- Measures of quality for model validation. -- Methods of model verification. -- Management issues within simulation model development and testing.

This must-read text/reference provides a practical guide to processes involved in the development and application of dynamic simulation models, covering a wide range of issues relating to testing, verification and validation. Illustrative example problems in continuous system simulation are presented throughout the book, supported by extended case studies from a number of interdisciplinary applications. Topics and features: Provides an emphasis on practical issues of model quality and validation, along with questions concerning the management of simulation models, the use of model libraries, and generic models Contains numerous step-by-step examples Presents detailed case studies, often with accompanying datasets for readers to use in model validation and testing exercises Includes discussion of hybrid models, which involve a combination of continuous system and discrete-event descriptions Examines experimental modeling approaches that involve system identification and parameter estimation, emphasizing the practical importance of more theoretical concepts such as identifiability and test input design Offers supplementary material at an associated website, including links for readers without prior experience in this field to expand their background knowledge This highly useful, hands-on work will be of great benefit to practitioners and professionals who use simulation and modeling techniques in their work, as well as to students in graduate-level courses on modeling and simulation. Dr. David Murray-Smith is an Emeritus Professor and Honorary Senior Research Fellow at the University of Glasgow.

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