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IE381/3081 - Modeling and Discrete Simulation
2022-2023 Fall
Topics
Modeling and Simulation; General Principles and Concepts in Discrete-Event Simulation; Mathematical and Statistical Models in Simulation; Queueing
Models; Generation of Random Numbers;
Generation of Various Distributions; Analysis of Simulation Data; Input Modeling; Verification and Validation of Simulation Models; Output analysis; Evaluation
Alternative System Design
Textbooks
Essential Text:
(1) Banks, Carson, Nelson, Nicol, Discrete-Event System Simulation, 5th Edition, Pearson 2010.
Recommended:
(2) Lawrence M. Leemis and Stephen K. Park, Discrete-Event Simulation: A First Course, Prentice Hall, 2006.
(3) Michael Pidd, Computer Simulation in Management Science, 5th Edition, Wiley, 2004.
[2023-01-16] Homework and project results are downloadable on this link.
[2022-11-14]
Homework 1-5 and Project are downloadable
[2022-10-03]
All slides are uploaded and available here as
[2022-10-03] The discrete event simulation tool that will be used in the homeworks and the project is AnyLogic (latest version). Please read the introductory information and also see the Resources below.
[2022-10-03]
Attendance is required at all class meetings.
Tentative Schedule
| |||
Week |
Lectures |
Readings |
Assignments |
1 |
Introduction |
Banks et al, Ch.1, Ch.2 |
|
2 |
General Principles and Concepts in Discrete-Event Simulation Simulation Examples |
Banks et al, Ch.3 | |
3 |
Mathematical and Statistical Models in Simulation |
Banks et al, Ch.5 | |
4 |
Queueing Models |
Banks et al, Ch.6 | |
5 |
Generation of Random Numbers |
Banks et al, Ch.7 |
|
6 |
Generation of Various Distributions |
Banks et al, Ch.8 |
|
7 |
Analysis of Simulation Data |
Banks et al, Ch.9 |
|
8 |
Midterm Exam |
||
9 |
Input Modeling |
Banks et al, Ch.9 |
|
10 |
Verification and Validation of Simulation Models |
Banks et al, Ch.10 |
|
11 |
Output analysis |
Banks et al, Ch.11 |
|
12 |
Evaluation Alternative System Design |
Banks et al, Ch.12 |
|
13 |
Case Study 1 |
|
|
14 |
Case Study 2 |
|
|
15 |
In class presentations |
|
|
16 |
Final Exam study |
||
17 |
Final Exam |
· Simulation Tool: AnyLogic (latest version)
1. Please download the latest version from the website below depending on the platform you will use. http://http://www.anylogic.com/downloads
2. Please follow the instructions for the activation. http://http://www.anylogic.com/downloads