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 7203 Manufacturing Systems Simulation
Spring
2008
Lecture:
Thursday,
5:45 pm - 8:25 pm
Classroom:
E030
Office
hours: Monday, Thursday and Friday, 3:30 –
5:30pm or by appointment
Office:
E037
Catalog
Description:
The
Internet Course site: Blackboard my.ltu.edu
Prerequisites:
EME 5603 Engineering Systems
Simulation and Graduate Standing
Educational
Objectives:
·
Expose the students to Discrete-Event
Simulation as a design and analysis tool, problem solving tool, risk analysis
tool, and decision-making tool in manufacturing environment.
·
Know how to conduct a successful project using
manufacturing-oriented software such as Arena.
Objectives:
After
completing the course you should be able to:
·
Understand the nature of discrete-event
simulation and the types of simulation models
·
Understand the broad applicability of
discrete-event simulation to solve complex manufacturing systems problems
·
Learn the essential steps of the simulation
methodology
·
Learn analytical techniques for interpreting
input data and output results pertinent to simulation models
·
Learn to use the Arena Simulation Software Tool
to build credible valid simulation models, design and run simulation
experiments, and critically evaluate decision-support simulation results
·
Gain insight into system behavior by measuring
the performance characteristics of proposed new manufacturing system or the
impact of proposed changes for existing manufacturing system
Recommended
Texts:
Kelton,
W. David, Randall P Sadowski, and David T Sturrock, 2007,
Simulation with Arena, 4th
Edition, McGraw-Hill, ISBN
0-07-3523415.
Banks,
J., J. S. Carson II, B.L. Nelson, and D. M. Nicol. 2001. Discrete-Event
System Simulation, 3rd Edition, Prentice Hall Inc.
Handbook
of Simulation, Editor J. Banks, John Wiley, NY.
Introduction
to Simulation and Risk Analysis, 2nd Edition, J.R. Evans, D. L.
Olson, Prentice Hall, 2002.
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,
Recommended
Articles:
Alexopoulos,
Christos. 2006. A Comprehensive Review of Methods for Simulation Output
Analysis, Proceedings of the 2006 Winter Simulation Conference, 168-178.
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.
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.
Grading
Policy:
Class Projects & Participations
10 Points
Homework
20 Points
Mid-term
30 Points
Final Project 40 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 |
Jan
17 |
Syllabus
and Introduction to Discrete-Event System Simulation |
24 |
Simulation
of Manufacturing Systems |
31
|
Input
Data Analysis for Simulation |
Feb
7 -21 |
Fundamental
Simulation Concepts and Modeling Detailed Operations |
28 |
Statistical
Analysis of Simulation Output |
Mar
6 |
Verification
and Validation |
13 |
Mid-semester
break |
20 |
Mid Term |
27 |
Comparison
and Evaluation of Alternative Manufacturing System Designs |
Apr
3 - 10 |
Design
of Simulation Experiments and ANOVA |
17 |
Journal
Paper Review and Presentation
|
24 |
Response
Surface Methodology
|
May
1 |
Group
Project Discussion |
8 |
Final Project Presentation and Report Submission |
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 and Simulation for actual or
planned in the applications of manufacturing
systems. These projects have to be more in-depth than regular class project. It
must have experimental design, ANOVA analysis and response surface methodology.
There
will be an oral presentation of the project and the written documentation of the
study in a clearly, concisely written report form. This report should follow
“normal business practice” e.g. it should have: abstract,
introduction, input data analysis,
modeling and simulation, design of experiments, results and discussions,
conclusions, and references.
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.
Modeling
and Simulation Magazines:
·
IIE Solution,
·
OR/MS Today, Society of Operations
Research & Management Science.
·
Simulation, Society of Computer Simulation (SCS)
Journals:
·
ACM Transactions on Modeling and
Computer Simulation
·
American Journal of Mathematical
Management Sciences
·
Annals of Operational Research
·
IEEE transactions Parallel and
Distributed Systems
·
European Journal of Operational
Research
·
Interface
·
International Journal on Computer
Simulation
·
Management Science
Conferences:
·
Winter Simulation Conference (WSC)
·
Summer Computer Simulation
Conference (SCS)
·
ACM SIGMETRICS Conference
·
European Simulation
Multi-conference (ESM)
·
ASME International Computers in
Engineering Conference
·
Michigan Simulation User Group (MSUG) Annual
Conference
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.
· Vensim, Ventana Systems, Inc. http://www.vensim.com/
· WITNESS Software maintains a site at http://www.Lanner.com/