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Testing and Validation of Computer Simulation Models

Principles, Methods and Applications

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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.

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.

Produktdetails

Erscheinungsdatum
28. Oktober 2015
Sprache
englisch
Auflage
1st edition 2015
Seitenanzahl
268
Autor/Autorin
David J. Murray-Smith
Produktart
gebunden
Abbildungen
XIV, 252 p.
Gewicht
571 g
Größe (L/B/H)
241/160/21 mm
ISBN
9783319150987

Portrait

David J. Murray-Smith

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


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