Testing And Validation Of Computer Simulation Models

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Testing and Validation of Computer Simulation Models

Author : David J. Murray-Smith
Publisher : Springer
Page : 252 pages
File Size : 44,6 Mb
Release : 2015-10-08
Category : Computers
ISBN : 9783319150994

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Testing and Validation of Computer Simulation Models by David J. Murray-Smith Pdf

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.

Testing and Validation of Computer Simulation Models

Author : David J. Murray-Smith
Publisher : Unknown
Page : 128 pages
File Size : 40,5 Mb
Release : 2015
Category : Electronic
ISBN : 3319151002

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Testing and Validation of Computer Simulation Models by David J. Murray-Smith Pdf

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.

Computer Simulation Validation

Author : Claus Beisbart,Nicole J. Saam
Publisher : Springer
Page : 1074 pages
File Size : 44,7 Mb
Release : 2019-04-09
Category : Computers
ISBN : 9783319707662

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Computer Simulation Validation by Claus Beisbart,Nicole J. Saam Pdf

This unique volume introduces and discusses the methods of validating computer simulations in scientific research. The core concepts, strategies, and techniques of validation are explained by an international team of pre-eminent authorities, drawing on expertise from various fields ranging from engineering and the physical sciences to the social sciences and history. The work also offers new and original philosophical perspectives on the validation of simulations. Topics and features: introduces the fundamental concepts and principles related to the validation of computer simulations, and examines philosophical frameworks for thinking about validation; provides an overview of the various strategies and techniques available for validating simulations, as well as the preparatory steps that have to be taken prior to validation; describes commonly used reference points and mathematical frameworks applicable to simulation validation; reviews the legal prescriptions, and the administrative and procedural activities related to simulation validation; presents examples of best practice that demonstrate how methods of validation are applied in various disciplines and with different types of simulation models; covers important practical challenges faced by simulation scientists when applying validation methods and techniques; offers a selection of general philosophical reflections that explore the significance of validation from a broader perspective. This truly interdisciplinary handbook will appeal to a broad audience, from professional scientists spanning all natural and social sciences, to young scholars new to research with computer simulations. Philosophers of science, and methodologists seeking to increase their understanding of simulation validation, will also find much to benefit from in the text.

Statistics, Testing, and Defense Acquisition

Author : National Research Council,Division of Behavioral and Social Sciences and Education,Commission on Behavioral and Social Sciences and Education,Panel on Statistical Methods for Testing and Evaluating Defense Systems
Publisher : National Academies Press
Page : 180 pages
File Size : 52,6 Mb
Release : 1999-08-17
Category : Technology & Engineering
ISBN : 9780309184083

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Statistics, Testing, and Defense Acquisition by National Research Council,Division of Behavioral and Social Sciences and Education,Commission on Behavioral and Social Sciences and Education,Panel on Statistical Methods for Testing and Evaluating Defense Systems Pdf

The Panel on Statistical Methods for Testing and Evaluating Defense Systems had a broad mandate-to examine the use of statistics in conjunction with defense testing. This involved examining methods for software testing, reliability test planning and estimation, validation of modeling and simulation, and use of modem techniques for experimental design. Given the breadth of these areas, including the great variety of applications and special issues that arise, making a contribution in each of these areas required that the Panel's work and recommendations be at a relatively general level. However, a variety of more specific research issues were either brought to the Panel's attention by members of the test and acquisition community, e.g., what was referred to as Dubin's challenge (addressed in the Panel's interim report), or were identified by members of the panel. In many of these cases the panel thought that a more in-depth analysis or a more detailed application of suggestions or recommendations made by the Panel would either be useful as input to its deliberations or could be used to help communicate more individual views of members of the Panel to the defense test community. This resulted in several research efforts. Given various criteria, especially immediate relevance to the test and acquisition community, the Panel has decided to make available three technical or background papers, each authored by a Panel member jointly with a colleague. These papers are individual contributions and are not a consensus product of the Panel; however, the Panel has drawn from these papers in preparation of its final report: Statistics, Testing, and Defense Acquisition. The Panel has found each of these papers to be extremely useful and they are strongly recommended to readers of the Panel's final report.

Simulation Validation

Author : Peter L. Knepell,Deborah C. Arangno
Publisher : John Wiley & Sons
Page : 174 pages
File Size : 50,5 Mb
Release : 1993-06-13
Category : Computers
ISBN : 0818635126

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Simulation Validation by Peter L. Knepell,Deborah C. Arangno Pdf

Helps you ensure that your simulations are appropriate representations of real-world systems. The book concentrates on the differentiation between the assessment of a simulation tool and the verification and validation of general software products. It is a systematic, procedural, practical guide that you can use to enhance the credibility of your simulation models. In addition, it is a valuable reference book and a road map for software developers and quality assurance experts, or as a text for simulation methodology and software engineering courses. This book details useful assessment procedures and phases, discusses ways to tailor the methodology for specific situations and objectives, and provides numerous assessment aids. The reader can use these aids to support ongoing assessments over the entire life cycle of the model.

Computer Simulation Validation

Author : Claus Beisbart,Nicole J. Saam
Publisher : Springer
Page : 1069 pages
File Size : 41,5 Mb
Release : 2019-04-04
Category : Computers
ISBN : 3319707655

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Computer Simulation Validation by Claus Beisbart,Nicole J. Saam Pdf

This unique volume introduces and discusses the methods of validating computer simulations in scientific research. The core concepts, strategies, and techniques of validation are explained by an international team of pre-eminent authorities, drawing on expertise from various fields ranging from engineering and the physical sciences to the social sciences and history. The work also offers new and original philosophical perspectives on the validation of simulations. Topics and features: introduces the fundamental concepts and principles related to the validation of computer simulations, and examines philosophical frameworks for thinking about validation; provides an overview of the various strategies and techniques available for validating simulations, as well as the preparatory steps that have to be taken prior to validation; describes commonly used reference points and mathematical frameworks applicable to simulation validation; reviews the legal prescriptions, and the administrative and procedural activities related to simulation validation; presents examples of best practice that demonstrate how methods of validation are applied in various disciplines and with different types of simulation models; covers important practical challenges faced by simulation scientists when applying validation methods and techniques; offers a selection of general philosophical reflections that explore the significance of validation from a broader perspective. This truly interdisciplinary handbook will appeal to a broad audience, from professional scientists spanning all natural and social sciences, to young scholars new to research with computer simulations. Philosophers of science, and methodologists seeking to increase their understanding of simulation validation, will also find much to benefit from in the text.

Verification and Validation for Modeling and Simulation

Author : Jeffrey Strickland
Publisher : Lulu.com
Page : 473 pages
File Size : 47,5 Mb
Release : 2014-12-08
Category : Technology & Engineering
ISBN : 9781312740617

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Verification and Validation for Modeling and Simulation by Jeffrey Strickland Pdf

This work began when I was appointed as a Technical Director for Modeling and Simulation (M&S) Verification and Validation (V&V) for a major defense system in 2008. It is intended to provide the nuts and bolts of performing M&S V&V in one volume. It is not intended to provide a holistic approach to M&S V&V, as that can be derived from other sources. As such, this book assumes a basic understanding of V&V, including its place in the lifecycle, its purpose and its scope for ensuring the quality of models and simulations. During the process of developing this text, the Simulation Interoperability Standards Organization (SISO) completed SISO-GUIDE-001.2-2013, Guide for Generic Methodology for Verification and Validation (GM-VV) to Support Acceptance of Models, Simulations, and Data, 2 Volumes, June 2013. The guide does serve the purpose not covered by this book. This text provides procedural details for performing V&V. The procedures are static, dynamic and informal.

Simulation and Model-Based Methodologies: An Integrative View

Author : Tuncer I. Ören,B.P. Zeigler,M.S. Elzas
Publisher : Springer Science & Business Media
Page : 644 pages
File Size : 41,7 Mb
Release : 2012-12-06
Category : Computers
ISBN : 9783642821448

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Simulation and Model-Based Methodologies: An Integrative View by Tuncer I. Ören,B.P. Zeigler,M.S. Elzas Pdf

NATO Advanced Institute Ottawa, Ontario/ Canada, July 26 - August 6, 1982

Handbook of Simulation

Author : Jerry Banks
Publisher : John Wiley & Sons
Page : 868 pages
File Size : 40,5 Mb
Release : 1998-09-14
Category : Technology & Engineering
ISBN : 0471134031

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Handbook of Simulation by Jerry Banks Pdf

Dieses Buch ist eine unschätzbare Informationsquelle für alle Ingenieure, Designer, Manager und Techniker bei Entwicklung, Studium und Anwendung einer großen Vielzahl von Simulationstechniken. Es vereint die Arbeit internationaler Simulationsexperten aus Industrie und Forschung. Alle Aspekte der Simulation werden in diesem umfangreichen Nachschlagewerk abgedeckt. Der Leser wird vertraut gemacht mit den verschiedenen Techniken von Industriesimulationen sowie mit Einsatz, Anwendungen und Entwicklungen. Neueste Fortschritte wie z.B. objektorientierte Programmierung werden ebenso behandelt wie Richtlinien für den erfolgreichen Umgang mit simulationsgestützten Prozessen. Auch gibt es eine Liste mit den wichtigsten Vertriebs- und Zulieferadressen. (10/98)

Model Engineering for Simulation

Author : Lin Zhang,Bernard P. Zeigler,Yuanjun LaiLi
Publisher : Academic Press
Page : 453 pages
File Size : 47,8 Mb
Release : 2019-02-27
Category : Mathematics
ISBN : 9780128135440

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Model Engineering for Simulation by Lin Zhang,Bernard P. Zeigler,Yuanjun LaiLi Pdf

Model Engineering for Simulation provides a systematic introduction to the implementation of generic, normalized and quantifiable modeling and simulation using DEVS formalism. It describes key technologies relating to model lifecycle management, including model description languages, complexity analysis, model management, service-oriented model composition, quantitative measurement of model credibility, and model validation and verification. The book clearly demonstrates how to construct computationally efficient, object-oriented simulations of DEVS models on parallel and distributed environments. Guides systems and control engineers in the practical creation and delivery of simulation models using DEVS formalism Provides practical methods to improve credibility of models and manage the model lifecycle Helps readers gain an overall understanding of model lifecycle management and analysis Supported by an online ancillary package that includes an instructors and student solutions manual

Modelling and Simulation

Author : Louis G. Birta,Gilbert Arbez
Publisher : Springer Nature
Page : 558 pages
File Size : 52,7 Mb
Release : 2020-01-01
Category : Computers
ISBN : 9783030188696

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Modelling and Simulation by Louis G. Birta,Gilbert Arbez Pdf

This hands-on textbook/reference presents an introduction to the fundamental aspects of modelling and simulation, both for those wishing to learn about this methodology and also for those who have a need to apply it in their work. The text is supported by illustrative examples, drawn from projects formulated within the domains of discrete-event dynamic systems (DEDS) and continuous-time dynamic systems (CTDS). This updated new edition has been enhanced with new illustrative case studies, and additional examples demonstrating some new features and the effectiveness of the ABCmod conceptual modelling framework. Changes that facilitate the development of simulation models with ABSmod/J are illustrated. New material includes a presentation of the experimentation strategy called “design of experiments” and three new chapters that explore the optimization-simulation interface. Topics and features: presents a goal-based and project-oriented perspective of modelling and simulation; describes the ABCmod framework, an activity-based conceptual modelling framework for DEDS; examines the simulation-optimization interface in both the CTDS and DEDS domains; provides numerous illustrative examples, case studies and useful algorithms, as well as exercises and projects at the end of most chapters; includes appendices on probability and statistics, the GPSS programming environment, and relevant MATLAB features; provides supplementary software and teaching support material at an associated website, including lecture slides and a methodology for organizing student projects. Serving as an essential guide to the foundations of modelling and simulation, this practical primer is ideal for senior undergraduate and junior graduate-level students. Also suitable for self-study, the book will be of great benefit to professionals seeking insight into the vast potential of this rapidly evolving problem-solving paradigm.

Simulation Modeling and Arena

Author : Manuel D. Rossetti
Publisher : John Wiley & Sons
Page : 746 pages
File Size : 41,8 Mb
Release : 2015-05-26
Category : Mathematics
ISBN : 9781118858141

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Simulation Modeling and Arena by Manuel D. Rossetti Pdf

Emphasizes a hands-on approach to learning statistical analysis and model building through the use of comprehensive examples, problems sets, and software applications With a unique blend of theory and applications, Simulation Modeling and Arena®, Second Edition integrates coverage of statistical analysis and model building to emphasize the importance of both topics in simulation. Featuring introductory coverage on how simulation works and why it matters, the Second Edition expands coverage on static simulation and the applications of spreadsheets to perform simulation. The new edition also introduces the use of the open source statistical package, R, for both performing statistical testing and fitting distributions. In addition, the models are presented in a clear and precise pseudo-code form, which aids in understanding and model communication. Simulation Modeling and Arena, Second Edition also features: Updated coverage of necessary statistical modeling concepts such as confidence interval construction, hypothesis testing, and parameter estimation Additional examples of the simulation clock within discrete event simulation modeling involving the mechanics of time advancement by hand simulation A guide to the Arena Run Controller, which features a debugging scenario New homework problems that cover a wider range of engineering applications in transportation, logistics, healthcare, and computer science A related website with an Instructor’s Solutions Manual, PowerPoint® slides, test bank questions, and data sets for each chapter Simulation Modeling and Arena, Second Edition is an ideal textbook for upper-undergraduate and graduate courses in modeling and simulation within statistics, mathematics, industrial and civil engineering, construction management, business, computer science, and other departments where simulation is practiced. The book is also an excellent reference for professionals interested in mathematical modeling, simulation, and Arena.

Systems Modeling and Computer Simulation

Author : Naim Kheir
Publisher : Routledge
Page : 758 pages
File Size : 40,6 Mb
Release : 2018-12-12
Category : Technology & Engineering
ISBN : 9781351411899

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Systems Modeling and Computer Simulation by Naim Kheir Pdf

This second edition describes the fundamentals of modelling and simulation of continuous-time, discrete time, discrete-event and large-scale systems. Coverage new to this edition includes: a chapter on non-linear systems analysis and modelling, complementing the treatment of of continuous-time and discrete-time systems and a chapter on the computer animation and visualization of dynamical systems motion.

An Introduction to Computer Simulation

Author : Michael Mark Woolfson,M. M. Woolfson,Geoffrey J. Pert
Publisher : Oxford University Press, USA
Page : 328 pages
File Size : 46,5 Mb
Release : 1999
Category : Computers
ISBN : 9780198504252

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An Introduction to Computer Simulation by Michael Mark Woolfson,M. M. Woolfson,Geoffrey J. Pert Pdf

Computer simulation is increasingly used in physics and engineering to predict the probable outcome of experiments and to aid in their interpretation. The methods of simulation are based on a range of numerical techniques for treating ordinary and partial differential equations. Since much of physics can be broken down into a relatively small set of fundamental equations, a few general methods can be widely applied. This text aims to give an introduction to those methods suitable for readers at an undergraduate level and for those studying the subject for the first time at the graduate level. The methods are illustrated with simple programs and problems. The book covers a range of material not available in other introductory texts.

Encyclopedia of Coastal Science

Author : M. Schwartz
Publisher : Springer Science & Business Media
Page : 1243 pages
File Size : 44,6 Mb
Release : 2006-11-08
Category : Science
ISBN : 9781402038808

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Encyclopedia of Coastal Science by M. Schwartz Pdf

This new Encyclopedia of Coastal Science stands as the latest authoritative source in the field of coastal studies, making it the standard reference work for specialists and the interested lay person. Unique in its interdisciplinary approach. This Encyclopedia features contributions by 245 well-known international specialists in their respective fields and is abundantly illustrated with line-drawings and photographs. Not only does this volume offer an extensive number of entries, it also includes various appendices, an illustrated glossary of coastal morphology and extensive bibliographic listings.