Testing and Validation of Computer Simulation Models

Principles, Methods and Applications
1. Auflage 2015
ISBN: 978-3-319-15098-7
Verlag: Springer International Publishing

Buch, Englisch, 252 Seiten, Format (B × H): 160 mm x 241 mm, Gewicht: 5266 g

Reihe: Simulation Foundations, Methods and Applications

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.

Zielgruppe

Professional/practitioner

Autoren/Hrsg.

Murray-Smith, David J.

Fachgebiete

• Technische Wissenschaften Technik Allgemein Modellierung & Simulation
• Mathematik | Informatik EDV | Informatik Programmierung | Softwareentwicklung Software Engineering Softwaretests & Prüfsoftware
• Mathematik | Informatik EDV | Informatik Professionelle Anwendung Computersimulation & Modelle, 3-D Graphik

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.

Über Autor(innen)

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