IE 325 • Midterm • Simulation Modelling and Analysis

Introduction to Simulation

Advantages and Disadvantages of Simulation

Simulation Types

System Components

Example - Simulation Components

Classification of Systems

Introduction

1/2/n server system

Hand Simulation Concepts 1

Hand Simulation Concepts 2

Performance Measure WQ and TS

Hand Simulation Concept- Example

Performance Measure Q(t) and B(t)

Performance Measures - Example

Hand Simulation Concept- Table Fill Example

Simulation By Hand

Hand Simulation - Drilling Center Example

Simulation Components Question 1

Simulation Components Questions 2

Simulation Basics Question 1

Simulation Basics Question 2

Clasification of Systems Question 1

Clasification of Systems Question 2

Introduction to Simulation- Mixed Question 1

Introduction to Simulation- Mixed Question 2

Introduction to Simulation- Mixed Question 3

Introduction to Simulation- Mixed Question 4

Introduction to Simulation- Mixed Question 5

Introduction to Simulation- Mixed Question 6

Introduction to Simulation- Mixed Question 7

Hand Simulation Concept- Question 1

Hand Simulation Concept- Question 2

Hand Simulation Concept Question 3

Hand Simulation Concept Question 4

Event Base Simulation - Question 1

Event Base Simulation - Question 2

Event Base Simulation - Question 3

Event Base Simulation - Question 4

Event Base Simulation - Question 5

Event Base Simulation - Question 6

Event Base Simulation - Question 7

Event Base Simulation - Question 8

Event Base Simulation - Question 9

Introduction

Linear Congruential Method

LCM Example

Characteristic of a Good Generator

Full Period

Full Period Example

Maximum Period

Maximum Period Example

Maximum Period 2

Maximum Period Example 2

Combined Linear Congruential Generator

Combined Linear Congruential Generator Example

Test for Random Number

Autocorrelation

Autocorrelation Example

Introduction

Inverse Transform Method

Emprical Distribution

Emprical Distribution Example

Frequency Distribution

Frequency Distribution Example

Random Number Generation Question 1

Random Number Generation Question 2

Random Number Generation Question 3

Random Number Generation Question 4

Random Number Generation Question 5

Random Number Generation Question 6

Random Number Generation Question 7

Random Number Generation Question 8

Random Number Generation Question 9

Inverse Transfer Method- Exponential 1

Inverse Transfer Method- Exponential 2

Inverse Transform Method- Exponential 3

Inverse Transform Method- Uniform 1

Inverse Transform Method- Uniform 2

Inverse Transform Method- Uniform 3

Inverse Transform Method- with a given distribution 1

Inverse Transform Method- with a given distribution 2

Inverse Transform Method- with a given distribution 3

Inverse Transform Method- discrete 1

Inverse Transform Method- discrete 2

Inverse Transform Method- discrete 3

Inverse Transform Method- Binomial

Inverse Transform Method -Triangular

Inverse Transform Method Mixed Question

Inverse Transform Method Mixed Question 2

Emprical Distribution Question 1

Emprical Distribution Question 2

Emprical Distribution Question 3

Emprical Distribution Question 4

Emprical Frequency Distribution Question 1

Emprical Frequency Distribution Question 2

Random Variate Generation+ Basic Rejection Technique Mixed Question

Simulation Examples in a Spreadsheet + Random Variate Generation Question 1

Simulation Examples in a Spreadsheet + Random Variate Generation Question 2

Simulation Examples in a Spreadsheet + Random Variate Generation Question 3 (Monte Carlo Simulation)

Introduction

Hypothesis Testing

Generating Null and Alternative Hypothesis Practice 1

Generating Null and Alternative Hypothesis Practice 2

Reject or Not Reject Ho

Hypothesis Testing Example

Introduction

Reminder 1

Reminder 2

Method of Moment

Example 1 -Method of Moments (Exponential)

Example 2- Method of Moments (Normal)

Maximum Likelihood Estimation

Example 3 - Maximum Likelihood (Exponential)

Example 4- Maximum Likelihood (Normal)

Example 5 - Mixed (Uniform)

Introduction

Input

Example - What is Input ?

Goodness of fit tests

Distributions

Histogram

Example -Creating a Histogram

Histogram and Distributions

Chi Square Test

Chi Square Test - Learning with an Example

Kolmogorov Smirnov

Kolmogorov Smirnov Example

Q-Q Plot

Q-Q Plot Example

Introduction

Queue Discipline

Queueing Notation

L and Lq

L and Lq Example

W and Wq

Little’s Law

Little’s Law Example

Steady State Behaviour

M/M/1

M/G/1

Hypothesis Testing Question 1

Hypothesis Testing Question 2

Hypothesis Testing Question 3 - Variance

Unbiased Estimator Question

Method of Moments (Exponential) Question

Method of Moments (Normal) Question

Method of Moments (Poisson) Question

Maximum Likelihood (Exponential) Question 1

Maximum Likelihood (Exponential) Question 2

Maximum Likelihood (for a given pdf) Question 1

Maximum Likelihood (for a given pdf) Question 2

Maximum Likelihood (for a given pdf) Question. 3

Maximum Likelihood (for a given pdf ) Question 4

Maximum Likelihood (for a given pdf) Question 5

Parameter Estimation Mixed Questions 1 (Bernoulli)

Parameter Estimation Mixed Questions 2 (Geometric)

Parameter Estimation Mixed Questions 3 (T/F)

Parameter Estimation Mixed Questions 4 (Uniform)

Distribution Types Question

Input Analyzer Question

Chi Square Test - Exponential Question

Chi Square Test - Uniform Question

Chi Square Test - Poisson Question

Chi Square Test - Normal Question

Kolmogorov Smirnov Question 1

Kolmogorov Smirnov Question 2

Kolmogorov Smirnov Question 3

Kolmogorov Smirnov Question 4

Kolmogorov Simirnov Question 5

Q-Q Plot Question 1

Input Analysis Questions 1

Input Analysis Questions 2

Input Analysis Questions 3

Input Analysis Questions 4

Input Analysis Questions 5

Random Number Generation + Input Modelling Questions 1

Random Number Generation + Input Modelling Questions 2

Random Number Generation + Input Modelling Question 3

Random Number Generation + Input Modelling Question 4

Queuing Model Question 1

Queuing Model Question 2

Queuing Model Question 3

Queuing Model Question 4

Queuing Model Question 5

Create Module

Example 1 - Create Module ( on paper )

Example 1 - Create Module (on computer)

Example 2 - Create Module ( on paper )

Example 2 - Create Module ( on computer )

Example 3 - Create Module ( on paper )

Example 3 - Create Module ( on computer )

Process Module

Example 4 - Process Module ( on paper)

Example 4 - Process Module ( on computer)

Example 5 - Process Module ( on paper)

Example 5 - Process Module ( on computer)

Example 6 - Process Module ( on paper)

Example 6 - Process Module ( on computer)

Dispose Module

Exam Like Question 1 ( on paper )

Exam Like Question 1 ( on computer )

Example 7 - delay/ seize delay release ( on paper)

Example 7 - delay/ seize delay release (on computer)

Exam Like Question 2 (on paper)

Exam Like Question 2 ( on computer)

Decide Module

Example 8 - Decide Module ( on paper)

Example 8 - Decide Module ( on computer)

Exam Like Question 3- part a ( on paper)

Exam Like Question 3 - part a ( on computer)

Exam Like Question 3 -part a (report)

Exam Like Question 3- part b ( on paper )

Exam Like Question 3- part b (on computer)

Exam Like Question 4 - report based

Exam Like Question 5 - ( on paper )

Exam Like Question 5 - ( on computer )

Exam Like Question 6 - ( on paper)

Exam Like Question 6 - ( on computer)

Exam Like Question 7 - ( on paper)

Exam Like Question 8 -T/F

Exam Like Question 9 - T/F