Simulation Modeling and Analysis with ARENA

Front Cover
Elsevier, Jul 26, 2010 - Technology & Engineering - 456 pages
Simulation Modeling and Analysis with Arena is a highly readable textbook which treats the essentials of the Monte Carlo discrete-event simulation methodology, and does so in the context of a popular Arena simulation environment. It treats simulation modeling as an in-vitro laboratory that facilitates the understanding of complex systems and experimentation with what-if scenarios in order to estimate their performance metrics. The book contains chapters on the simulation modeling methodology and the underpinnings of discrete-event systems, as well as the relevant underlying probability, statistics, stochastic processes, input analysis, model validation and output analysis. All simulation-related concepts are illustrated in numerous Arena examples, encompassing production lines, manufacturing and inventory systems, transportation systems, and computer information systems in networked settings.
  • Introduces the concept of discrete event Monte Carlo simulation, the most commonly used methodology for modeling and analysis of complex systems
  • Covers essential workings of the popular animated simulation language, ARENA, including set-up, design parameters, input data, and output analysis, along with a wide variety of sample model applications from production lines to transportation systems
  • Reviews elements of statistics, probability, and stochastic processes relevant to simulation modeling
 

Contents

Introduction to Simulation Modeling
1
Discrete Event Simulation
11
Elements of Probability and Statistics
23
Random Number and Variate Generation
55
Arena Basics
65
Model Testing and Debugging Facilities
107
Input Analysis
123
Model Goodness Verification and Validation
141
Modeling Production Lines
223
Modeling Supply Chain Systems
263
Modeling Transportation Systems
313
Modeling Computer Information Systems
369
Frequently Used Arena Constructs
405
VBA in Arena
415
References
431
Index
435

Output Analysis
165
Correlation Analysis
195

Other editions - View all

Common terms and phrases

Popular passages

Page 432 - The Transition and Autocorrelation structure of TES Processes Part I: General Theory".
Page 8 - The replacement time is normally distributed with a mean of 90 minutes and a standard deviation of 10 minutes, during which time the machine is nonproductive.
Page 40 - Essentially, this means that the probability of the time to the next arrival is independent of the time elapsed since the previous arrival.