課程資訊
課程名稱
計算機模擬
Computer Simulation 
開課學期
100-1 
授課對象
工學院  工業工程學研究所  
授課教師
陳俊宏 
課號
EE5061 
課程識別碼
921EU2800 
班次
 
學分
全/半年
半年 
必/選修
選修 
上課時間
星期二2,3,4(9:10~12:10) 
上課地點
電二144 
備註
本課程以英語授課。
總人數上限:80人 
課程網頁
http://ite.gmu.edu/~cchen9/EE5061.htm 
課程簡介影片
 
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課程概述

This class focuses on discrete-event simulation and Monte Carlo simulation. Examples of discrete-event systems are all around us: multiteller banks; computer networks; automated manufacturing systems; airport terminals; and traffic control systems. In order to efficiently manage and operate these systems, it is often necessary to apply simulation to study their performance since no closed-form analytical solutions exist for such problems. This course deals with this category of systems. Topics will include stochastic modeling, random number generators, discrete-event simulation approaches, simulated data analysis, and simulation variance reduction techniques. Simulation software packages are extensively used in this class. 

課程目標
Each student is expected to produce successful simulations. 
課程要求
Prerequisites: An undergraduate-level probability or statistics course, and one scientific programming language

Grading: Homework 35%; Midterm 30%; Term Project 35%.
 
預期每週課後學習時數
 
Office Hours
 
參考書目
TEXTBOOK:
THREE OPTIONAL BOOKS:

TEXT 1: C. H. CHEN AND L. H. LEE, “STOCHASTIC SIMULATION OPTIMIZATION: AN OPTIMAL COMPUTING BUDGET ALLOCATION,” 2010. PLEASE CLICK HERE FOR DETAILS. YOU CAN ORDER IT FROM THE UNIVERSITY BOOK STORE OR AMAZON.COM.

TEXT 2: W. D. KELTON, R. P. SADOWSKI, AND D. T. STURROCK, "SIMULATION WITH ARENA," 5TH EDITION, 2010. YOU MAY HAVE A QUESTION WHETHER YOU NEED TO BUY THIS BOOK. ARENA IS THE MAJOR SIMULATION SOFTWARE USED IN THIS CLASS. SINCE ARENA IS VERY POWERFUL, MANY EARLIER STUDENTS USED IT TO DO THEIR TERM PROJECTS. IT IS HIGHLY RECOMMENDED THAT EACH PROJECT TEAM BUYS AT LEAST ONE COPY OF THIS BOOK. IF YOU CAN NOT FIND THE 5TH EDITION AS SUGGESTED, THE 2ND, 3RD, OR 4TH EDITION OF THIS BOOK IS FINE TOO. BUT THE 1ST EDITION IS TOO OBSOLETE FOR THIS CLASS.

TEXT 3: A. M. LAW, "SIMULATION MODELING & ANALYSIS," 4TH ED., 2007. (ALL EARLIER EDITIONS ARE FINE)

TEXTBOOK RECOMMENDATION: THERE ARE THREE RECOMMENDED BOOKS. IT IS UNDERSTOOD THAT THE BOOKS ARE EXPENSIVE.
O TEXT1 GIVES AN INTRODUCTION TO SIMULATION AND FOCUSES ON THE USE OF SIMULATION FOR OPTIMIZATION. TEXT1 IS ALSO THE REQUIRED TEXT FOR THE ADVANCED SIMULATION CLASS WHICH WILL BE OFFERED IN THE FUTURE.
O TEXT2 IS AN EXCELLENT USER MANUAL FOR CURRENT VERSION OF ARENA, BUT MAY BECOME OBSOLETE IN THE FUTURE, OR IF YOU ARE NOT USING ARENA. IT IS RECOMMENDED EACH PROJECT TEAM BUYS A COPY.
O TEXT3 GIVES A COMPREHENSIVE COVERAGE ON THE SIMULATION FUNDAMENTALS.
REFERENCE:
"Introduction to Simulation and Risk Analysis" by J. R. Evans & D. L. Olson, Prentice Hall.

"Simulation Modeling using @RISK", by W. L. Winston, Duxbury.

"Process Analysis and Improvement" by M. S. Seppanen, S. Kumar, C. Chandra, McGraw-Hill, 2005. 
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