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Experimental Statistical Designs and Analysis in Simulation Modeling

Autor Chu Hua Kuei, Christian Madu
en Limba Engleză Hardback – 20 iun 1993 – vârsta până la 17 ani
This unique book develops the application of experimental statistical designs and analysis to discrete-event simulation modeling. It takes a practical perspective and orients the reader with examples of the role of simulation in modeling a system. The stages and steps for applying simulation are discussed by focusing on the important role of statistics. Examples are given about how to design an experiment using techniques such as classical designs, group screening, polynomial decomposition, and Taguchi designs. Using the statistical techniques discussed, a sound simulation model can be built and adequately tested before implementation.The book also shows how simulation results can be generalized by discussing in full the growing emphasis on simulation metamodeling. Examples of this approach are presented to show that reliable and simple models could be easily obtained. Furthermore, such models are applied within a decision framework to optimize the system of interest. This expands the power of simulation from being purely descriptive of the system to being a prescriptive model. The reader is exposed to potential problems and how such problems may be harnessed. Although the book discusses statistical techniques, it is written so as to be comprehensible to anyone with a basic background in statistics. The book is a good resource for consultants and simulation practitioners; it can also be used as a textbook for classes in simulation.
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Specificații

ISBN-13: 9780899306957
ISBN-10: 0899306950
Pagini: 224
Ilustrații: black & white illustrations
Dimensiuni: 156 x 235 x 22 mm
Greutate: 0.53 kg
Ediția:New.
Editura: Bloomsbury Publishing
Colecția Praeger
Locul publicării:New York, United States

Notă biografică

CHRISTIAN N. MADU is Professor of Management Science at the Lubin Graduate School of Business, Pace University, New York. He has published extensively on the applications of statistics and probability theory to simulation modeling in journals such as Decision Science, IIE Transactions, Journal of Operational Research Society, European Journal of Operational Research, Computers and Operations Research, and International Journal of Production Research. In addition, Dr. Madu has published two other books with Quorum, Strategic Planning in Technology Transfer to Less Developed Countries, and Management of New Technologies for Global Competitiveness.CHU-HUA KUEI is Assistant Professor of Management Information Systems and Total Quality Management at Monmouth College, West Long Branch, New Jersey./He has published several articles on simulation experiments in journals such as Computers and Operations Research, European Journal of Operational Research, International Journal of Production Research and others. With Dr. Madu he also served as a co-Guest Editor of a special issue of International Journal in Computer Simulation titled Simunlation Metamodeling of Production Systems.

Cuprins

The Art of ModelingConstruction of Simulation ModelsData Collection and Analysis Using Descriptive StatisticsData Analysis Using Inferential StatisticsGeneration of Random Numbers and Random VariablesTests for the Goodness-of-Fit of Random Number GeneratorsModelling of Basic Queuing SystemsSteady State Output AnalysisClassical Factorial Designs and Regression MetamodelsToguchi DesignsGroup ScreeningPolynominal DecompositionAppendix