Computer Simulation
Systems
IENG 350
Spring 2016
Lecture Series 1
Introduction to Production Systems
Learning Objectives
1. To describe basic production operations
2. Understand BasicManufacturing Operations
3. Understand Basic Service Operations
4. Under

Computer Simulation
Systems
Spring 2012
IENG 350
Lecture Series 1
Introduction to Simulation
Qatar University
Dr. Farayi Musharavati
1
Learning Objectives
Students should be able to:
1.Define and Explain the following terms:
Simulation
Modeling
Model
2

Computer Simulation
Systems IENG 350
Spring 2016
Lecture Series 9 Input Modeling
Learning Objectives
Describe the steps in a Simulation Methodology
Apply the Simulation Methodology
Identify the steps in Input Model Development in a
Simulation Study
Use of

Computer Simulation Systems
IENG 350
Spring 2016
Lecture Series 6
Simulation Concepts III
(Discrete-Event Simulation)
Introduction
What is discrete-event simulation?
Modeling, simulating, and analyzing systems
Computational and mathematical techniques

Computer Simulation
Systems
Lecture Series 4
Fundamental Simulation Concepts I
Simulation with Arena, 4th ed. Chapter 2 Fundamental Simulation Concepts
Slide 1 of 57
The System:
A Simple Processing System
Machine
(Server)
Arriving
Blank Parts
7
6
5
Queue

Computer Simulation
Systems
Lecture Series 7
Statistical Models in Simulation
Ref: Banks, Carson, Nelson & Nicol
Discrete-Event System Simulation
Purpose & Overview
The world the model-builder sees is probabilistic rather
than deterministic.
An appropriat

Computer Simulation
Systems
IENG 350
Lecture series 5
Simulation Concepts II
(System Dynamics)
Spring 2012 Lecture Series
Dr. Farayi Musharavati
1
Todays Goals
What is a System?
Identify system dynamics
What are the elements of a system?
Describe syst

Computer
Simulation
Systems IENG
350
Spring 2016
Lecture Series 3
Uses of Simulation Modeling
Learning Objectives
What is Simulation Modeling
What are the methods for building
simulation models?
Bank Simulation Model
Customer Service Department
Goal to

Computer Simulation Systems
IENG 350
Spring 2016
Tutorial Random Variate Generation
What is a Random Variate?
Arandom variableis ameasurable functionfrom aprobability spaceto a
measurable spaceof values that the variable can take on
Arandom variateis av

Computer Simulation Systems
IENG 350
Spring 2016
Tutorial Comparing Alternative Designs
Learning Objectives
Compare two alternative system designs
Understand and apply hypothesis testing
Use the Welch Confidence Interval
Use the Paired-t Confidence In

Computer Simulation
Systems
Lecture series 8
Queuing Theory and Queuing
Systems
Lecture Series 8
Dr. Farayi Musharavati
1
Queues/Waiting Lines
Students should be able to:
1. Categorize a waiting line problem as to
customer population, waiting line
arrange

Lab Assignment #2
A proposed production system consists of five serial automatic workstations. The processing times at
workstations are constant: 11, 10, 11, 11, and 12 (all times given in this problem are in minutes). The
part interarrival times are UNIF

Introduction to Matlab:
Matlab
Basics
Data Formatting and Saving
S. Awad, Ph.D.
M. Corless, M.S.E.E.
E.C.E. Department
University of Michigan-Dearborn
MATLAB Basics: Data Formatting
Introduction to MATLAB and its Toolboxes
U of M-Dearborn ECE Department
D

Introduction to Matlab:
Matlab
Basics
Matlab Environment
S. Awad, Ph.D.
M. Corless, M.S.E.E.
E.C.E. Department
University of Michigan-Dearborn
MATLAB Basics: Matlab Environment
Introduction to MATLAB and its Toolboxes
U of M-Dearborn ECE Department
Matlab

Introduction to Matlab:
Programming
Environment
User Input / Output
S. Awad, Ph.D.
M. Corless, M.S.E.E.
E.C.E. Department
University of Michigan-Dearborn
MATLAB Programming: Input / Output
Introduction to MATLAB and its Toolboxes
U of M-Dearborn ECE Depar

Industrial and Systems Engineering Program
Computer Simulation Systems
IENG 350 - Fall 2016
Assignment B
Student Name: Afaf Fadhel Almoadhen
ID: 201204883
Instructor: D. Farayi Musharavati
Description of System
The emergency room of a small hospital opera

Industrial and Systems Engineering Program
Computer Simulation Systems
IENG 350 - Fall 2016
Assignment 3
Keuka Park Savings and Loan currently has one drive-in teller window. Cars arrive at a mean
rate
of 10 per hour. The mean service rate is 12 cars per

Industrial and Systems Engineering Program
Computer Simulation Systems
IENG 350 - Fall 2016
Assignment C
A small local grocery store has one checkout counter. Shoppers arrive at the checkout lane at
an average rate of 15 customers per hour and the average

Industrial and Systems Engineering Program
Computer Simulation Systems
IENG 350 - Fall 2016
Assignment 1
Question 1
(a) Discuss the concept of randomness in a simulation
(b) How can randomness be modelled in a simulation?
(c) Why is it necessary to model

Industrial and Systems Engineering Program
Computer Simulation Systems
IENG 350 - Fall 2016
Assignment 2
Practice Assignment
Description of System
The emergency room of a small hospital operates around the clock. It is staffed by three
receptionists at th

Industrial and Systems Engineering Program
Computer Simulation Systems
IENG 350 - Fall 2016
Assignment A
Question 1
In a manufacturing facility, parts arrive to a drilling center for processing. After processing, the parts leave
the drilling center. If a

Exercise
There are two main entrances for female students to the new QU Library on the Ground Floor.
QU library provides many services for the students. One of these services is the borrowing
process. Generally, this process goes through three main steps

Qatar University
College of Engineering
Department of Mechanical and Industrial Engineering
Tutorial 2 Queuing Theory
1. With reference to Kendalls Notation describe the following queuing systems. Give a sketch for
each system.
(a) M/M/1
(b) M/M/c
(c) M/G