David J. Murray-Smith

Testing and Validation of Computer Simulation Models (eBook, PDF)

Principles, Methods and Applications

• Format: PDF

Produktbeschreibung

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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Produktdetails

• Verlag: Springer International Publishing
• Seitenzahl: 252
• Erscheinungstermin: 8. Oktober 2015
• Englisch
• ISBN-13: 9783319150994
• Artikelnr.: 44611016

Autorenporträt

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

Inhaltsangabe

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.