Ahad Ali, Ph.D. Assistant Professor Department of Mechanical Engineering Lawrence Technological University 21000 West Ten Mile Road Southfield, MI 48075 Tel: 248-204-2531, Fax: 248-204-2576 Email: aali@ltu.edu |
Center for Integrated Manufacturing Systems Intelligence (CSSI) |
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EME 6603 Engineering Systems Simulation
Fall 2007
Lecture:
Friday,
5:45 pm - 8:25 pm
Classroom:
E030
Office
hours: Monday and Friday, 3:30 –
5:30pm or by appointment
Office:
E037
Catalog
Description:
This course explains the principles of
systems modeling and simulation. It describes the different types of computer
modeling and simulation: continuous, kinematics, and discrete-event simulations.
It explains
how these simulation techniques are utilized as design, analysis,
problem-solving, and decision-support tools for complex systems. Topics include:
principles of modeling and simulation,
types of simulation models and techniques, building valid credible
models, selecting input probability distribution, statistical analysis of
output, design of simulation experiments, and variance reduction techniques in
simulation. Competencies and collaborative e-learning will be demonstrated by
students conducting modeling and simulation projects. A project report and an
oral presentation are required from each team.
The
Internet Course site: Blackboard my.ltu.edu
Prerequisites:
Senior or graduate standing and
MCS3403 Probability & Statistics
Objectives:
Upon
completion of this course the students should be able to:
·
Describe the different types of computer
modeling and simulation methods
·
Identify situations in which use of simulation
is appropriate
·
Model and simulate continuous and discrete
systems
·
Gain insight into system behavior by measuring
the performance characteristics of proposed new systems or effects of
modifications proposed for existing systems
·
Design and conduct fundamental simulation
experiments for answering “what if” questions
·
Critically evaluate decision-support results produced by
simulation
·
Apply a professional simulation language/package to conduct
simulations of various engineering systems
I.
What is simulation?
II.
Fundamental simulation concepts
III.
Modeling basic operations and
inputs
IV.
Modeling detailed operations
V.
Statistical analysis of output
VI.
Steady state statistical analysis
VII.
Verification and validation
Textbook:
Kelton,
W. David, Randall P Sadowski, and David T Sturrock, 2007,
Simulation with Arena, 4th
Edition, McGraw-Hill, ISBN
0-07-3523415.
Grading
Policy:
Homework
20 Points
Blackboard &
Class Participations
5 Points
Midterm Exam
25
Points
Final Project
25 Points
Final 25 Points
A
4.0 91
– 100
A-
3.7 87
– 90
B+
3.3 83
– 86
B
3.0 80
– 82
B-
2.7 74
– 79
C+
2.3 67
– 73
C
2.0 60
– 66
F
< 60
Academic
Honor Code:
Academic
integrity and honesty are basic core values of
Cheating
will not be tolerated!
LTU’s Academic
Honor Code is in effect. Students caught is cheating will receive an F in the
course without the chance of recomputation for GPA purposes. A note to this
effect will be placed in the student’s file. A second offence will result in
expulsion from the university. For details about Academic Honor Code see: http://www.ltu.edu/currentstudents/honor_code.asp
Course
Outlines:
Date |
Topics |
|
August
31 |
Syllabus
and Introduction |
Chap
1 |
September
7 |
Fundamental
simulation concepts |
Chap
2 |
14-21 |
Arena
Module, Logic, Template: Basic and Advanced |
Chap
3 |
28
- October 5 |
Modeling
basic operations and inputs |
Chap
4 |
12
- 19 |
Modeling
detailed operations |
Chap
5 |
26 |
Mid Term |
|
November
2 |
Statistical
analysis of output |
Chap
6 |
9 |
Steady
state statistical analysis |
Chap
7 & 8 |
16 |
Verification
and validation |
Notes |
23 |
Thanksgiving
Day ( |
|
30 |
Design
and Conducting of Simulation Experiments
|
Notes
|
December
7 |
Continuous
simulation / Review |
Notes |
14 |
Final
Project Presentation and Report
Submission |
|
17 |
Final
Exam |
|
Course
Project:
A
project is required from all students and should be related on real life
applications where the course materials could be used for the project. The main
purpose of the project is to use simulation for real-life applications. The
project will be based on Systems Modeling – facility or process, actual
or planned in the applications of manufacturing
systems, bank operations, airport
operations, logistics, supply chain, hospital operations,
chemical/pharmaceutical plants, fast-food restaurants, supermarket, theme park,
emergency-response system, etc.
Because
of the size of the class, you will be allowed to work in teams of up to 3
students. There will be an oral presentation of the project and the written
documentation of the study in a clearly, concisely written report form.
In
addition, each student will evaluate the other members of the group using an
evaluation form that will be handed out towards the end of the semester. The
results of these evaluations will be used in assigning the project grade of each
student. Each group project will be assigned an overall grade and then each
student will be assigned certain percentages of that grade depending upon
his/her evaluation by the other group members.
Recommended References:
Banks,
J., J. S. Carson II, B.L. Nelson, and D. M. Nicol. 2001. Discrete-Event
System Simulation, 3rd Edition, Prentice Hall Inc.
Harrell,
Charles R., Biman K. Ghosh, and Royce O. Bowden. 2004. Simulation
Using Promodel, McGraw-Hill, 2nd Edition.
Law,
Averill M., and W. David Kelton. 1999. Simulation Modeling and Analysis,
3rd edition.
Roberts, N., Andersen, D., Deal, R., Garet, M., and Shaffer, W. 1994. Introduction
to Computer Simulation – A System Dynamics Modeling Approach, Productivity
Press,
Alexopoulos,
Christos. 2006. A Comprehensive Review of Methods for Simulation Output
Analysis, Proceedings of the 2006 Winter
Simulation Conference, 168-178.
Alexopoulos,
Christos, and Andrew F. Seila. 1998. Advanced Methods for Simulation Output
Analysis, Proceedings of the 1998 Winter Simulation Conference, 1:
113-120.
Ali,
A. and R. de Souza. 2007. Modeling and Simulation of Hard Disk Dive Final
Assembly using a HDD Template, 2007 Winter Simulation Conference, Washington DC, December 9-12.
Ali,
A., H. Seifoddini, and H. Sun. 2005. Intelligent Modeling and Simulation of
Flexible Assembly Systems, Proceedings of
the 2005 Winter Simulation Conference, 1350-1358.
Balci,
O. 2001. A Methodology for Certification of Modeling and Simulation
Applications. ACM Transactions on Modeling
and Computer Simulation, 11(4): 352-37.
Balci,
Osman. 1998. Verification, Validation, and Accreditation, Proceedings of the
1998 Winter Simulation Conference,
1: 41-48.
de
Souza, R., and Z.Z. Ying. 1997. Intelligent Simulation of a Final Assembly in
Hard Disk Drive Industry. Proceedings of
the World Congress on System Simulation (WCSS’97),
Guru,
A., and P. Savory. 2004. A Template-Based Conceptual Modeling Infrastructure for
Simulation of Physical Security Systems. Proceedings
of the 2004 Winter Simulation Conference, 866-873.
Hasgül,
S., and A.S. Büyüksünetçi. 2005. Simulation Modeling and Analysis of a New
Mixed Model Production Line, Proceedings
of the 2005 Winter Simulation Conference, 1408-1412.
Jadhav,
P.D., and J.S. Smith. 2005, Analyzing Printed Circuit Board Assembly Lines Using
a PCB Assembly Template, Proceedings of
the 2005 Winter Simulation Conference, 1335-1342.
Law,
Averill M., and Michael G. McComas. 1998. Simulation
of Manufacturing Systems, Proceedings of the 1998 Winter Simulation
Conference, 1: 49-52.
Leemis,
Lawrence. 1998. Input Modeling, Proceedings of the 1998 Winter Simulation
Conference, 1: 15-22.
Sargent,
R.G. 2004. Validation and Verification of Simulation Models. Proceedings of the 2004 Winter Simulation Conference, 17-28.
Schriber,
Thomas J., and Daniel T. Brunner. 2006, Inside
Discrete-Event Simulation Software: How It Works and Why It Matters, Proceedings
of the 2006 Winter Simulation Conference, 118-128.
Schriber,
Thomas J., and Daniel T. Brunner. 1998. Inside Discrete-Event Simulation
Software: How It Works and Why It Matters. Proceedings of the 1998 Winter
Simulation Conference, 1: 77-85.
Standridge,
Charles R., and Jon H. Marvel. 2006. Why
Lean Needs Simulation, Proceedings of the 2006 Winter
Simulation Conference, 1907-1913.
Modeling
and Simulation Internet Resources:
·
AnyLogic, XJ Technologies, http://www.xjtek.com/anylogic/
·
Arena Simulation Software, Rockwell Automation, http://www.arenasimulation.com/
·
AutoMod, Applied Materials, http://www.automod.com/
·
Extend Simulation, Imagine That Inc, http://www.imaginethatinc.com/
·
I-Think, STELA, ISEE Systems Inc. http://www.iseesystems.com/
·
Powersim Software, http://www.powersim.com/
·
PromModel Software, ProModel Corporation, http://www.promodel.com/
·
SIMUL8, SIMUL8 Corporation, http://www.simul8.com/
·
The Association for Computing
Machinery has a special interest group in computer simulation, SIGSIM, which
maintains a web site at ACM-SIGSIM http://www.sigsim.org/
·
The
·
The Michigan Simulation User Group
(MSUG) maintains a site at http://www.m-sug.org/
·
The Society for Computer Simulation
maintains a site at http://www.SCS.org/
·
The Winter Simulation Conference http://www.wintersim.org/pastprog.htm
for WSC Papers.
·
WITNESS Software maintains a site
at http://www.Lanner.com/