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Simulation Modeling and Analysis

Autor Averill Law
en Limba Engleză Hardback – 19 mar 2024
Comprehensive, state-of-the-art coverage of every important simulation technique
This fully-revised book has the most comprehensive and up-to-date coverage of all aspects of a simulation study. Equally well suited for use in university courses, simulation practice, and self-study, the book offers clear and intuitive explanations as well as 300 figures, 218 examples, and 217 problems. You will get detailed discussions on modeling and simulation, simulation software, model verification and validation, input modeling, random-number and variate generation, statistical design and analysis of simulation experiments, experimental design, simulation optimization, agent-based simulation, machine learning, and much more.
Authored by an operations research analyst and industrial engineer with more than 40 years of experience, Simulation Modeling and Analysis is widely regarded as the “bible” of simulation and now has more than 178,000 copies in print and 23,700 citations.  This sixth edition has been streamlined, with several chapters downsized to eliminate outdated simulation programs or statistical techniques that are rarely used in practice and are unnecessarily complicated. Most analyses of simulation output data can now be done using three simple and familiar statistical formulas or expressions. A new chapter covers AI and machine learning and their application to simulation.
  • Covers what are arguably the three most-innovative and popular simulation-software packages: AnyLogic, FlexSim, and Simio
  • Includes a set of instructor’s resources
  • Has been used at universities such as University of California-Berkeley, Stanford, Georgia Tech, Michigan, Cornell, Purdue, Virginia Tech, Penn State, Wisconsin, Columbia, Texas A&M, Washington, and Johns Hopkins
  • Written by a world-class expert in the field and an experienced educator who has presented more than 550 simulation and statistics short courses in 20 countries
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Specificații

ISBN-13: 9781264268245
ISBN-10: 1264268246
Pagini: 656
Ilustrații: 150 Illustrations, unspecified
Dimensiuni: 193 x 239 x 33 mm
Greutate: 1.22 kg
Ediția:6. Auflage
Editura: McGraw-Hill Education Ltd
Locul publicării:United States

Cuprins

1) Basic Simulation Modeling
2) Modeling Complex Systems
3) Simulation Software
4) Review of Basic Probability and Statistics
5) Building Valid, Credible, and Appropriately Detailed Simulation Models
6) Selecting Input Probability Distributions
7) Random-Number Generators
8) Generating Random Variates
9) Output Data Analysis for a Single System
10) Comparing Alternative System Configurations
11) Variance-Reduction Techniques
12) Experimental Design, Sensitivity Analysis, and Optimization
13) Simulation of Manufacturing Systems