Testing and Validation of Computer Simulat...

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Sprache: Englisch

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Beschreibung

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; 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; offers supplementary material at an associated website.

Über den Autor

Dr. David Murray-Smith is Emeritus Professor and Honorary Senior Research Fellow of the School of Engineering at the University of Glasgow, UK.

Zusammenfassung

Examines practical issues of computer-model quality and validation-topics not covered adequately in other books

Extrapolates principles and methods, showing ties to applications in computer science, engineering and biomedicine

Provides detailed case studies, datasets and step-by-step examples to help readers see how the material is integrated

Inhaltsverzeichnis

An Introduction to Simulation Models and the Modelling Process.- Concepts of Simulation Model Testing, Verification and Validation.- Measures of Quality for Model Validation.- Sensitivity Analysis for Model Evaluation.- Experimental Data for Model Validation.- Methods of Model Verification.- Methods for the Invalidation/Validation of Simulation Models.- Management Issues within Simulation Model Development and Testing.- Case Study: Development and Testing of a Simulation Model of Two Interconnected Vessels.- Case Study: Model Validation and Experiment Design for Helicopter Simulation Model Development and Applications.- Case Study: Compartmental Models of the Gas-Exchange Processes of the Human Lungs.- Case Study: Modelling of Elements of the Neuromuscular.- Systems Involved in the Regulation of Posture and Control of Movement.- Further Discussion.

Details

Erscheinungsjahr:	2016
Fachbereich:	Anwendungs-Software
Genre:	Informatik
Rubrik:	Naturwissenschaften & Technik
Medium:	Taschenbuch
Seiten:	268
Reihe:	Simulation Foundations, Methods and Applications
Inhalt:	xiv 252 S.
ISBN-13:	9783319362663
ISBN-10:	3319362666
Sprache:	Englisch
Ausstattung / Beilage:	Paperback
Einband:	Kartoniert / Broschiert
Autor:	Murray-Smith, David J.
Auflage:	Softcover reprint of the original 1st ed. 2015
Hersteller:	Springer International Publishing Springer International Publishing AG Simulation Foundations, Methods and Applications
Maße:	235 x 155 x 15 mm
Von/Mit:	David J. Murray-Smith
Erscheinungsdatum:	23.08.2016
Gewicht:	0,411 kg

preigu-id: 109581744