IE 7203 • Midterm • Simulation Modelling

Introduction to Simulation

Advantages and Disadvantages of Simulation

Simulation Types

System Components

Example - Simulation Components

Classification of Systems

Monte Carlo Simulation

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

Info

Introduction

Inverse Transform Method

Inverse Transform Method T/F Example

Inverse Transform Method-Example

Emprical Distribution

Emprical Distribution Example

Frequency Distribution

Frequency Distribution Example

Simulation Components Question 1

Simulation Components Questions 2

Simulation Basics T/F Question 1

Simulation Basics T/F Question 2

Clasification of Systems T/F Question

Clasification of Systems Open Ended Question

Introduction to Simulation- Mixed Question T/F

Introduction to Simulation Mixed Questions - Open Ended 1

Introduction to Simulation Mixed Questions - Open Ended 2

Introduction to Simulation Mixed Questions - Open Ended 3

Introduction to Simulation Mixed Questions- Multiple Choice 1

Introduction to Simulation Mixed Questions- Multiple Choice 2

Introduction to Simulation Mixed Questions- Multiple Choice 3

Hand Simulation Concept- Table Fill Question 1

Hand Simulation Concept- Table Fill Question 2

Hand Simulation Concept Question 3

Hand Simulation Concept Question 4

Single Server Question 1

Single Server Question 2 - Machine Break

Two Server Question 1

Simulation by Hand Questions 1 - Shipment Example

Simulation by Hand Question 2 -Gas Station Example

Simulation by Hand Questions 3 - Taxi Example

Simulation by Hand Questions 4 - Altun and Sıla Example

Simulation by Hand Question 5 - Dump Truck Example

Inverse Transform Method- Exponential 1

Inverse Transform Method- Exponential 2

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

Generate Random Variates Mixed Question

Generate Random Variates - Normal

Generate Random Variates - Acceptance-Rejection Technique

Generate Random Variates - Acceptance-Rejection Technique 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

Simulation by Hand + Random Variate Generation-Mixed Question 1

Simulation by Hand + Random Variate Generation- Mixed Question 2

Simulation by Hand + Random Variate Generation- Monte Carlo Simulation

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

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

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

Quantile

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

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 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)

Hypothesis Testing Question 1

Hypothesis Testing Question 2

Distribution Types 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 Modelling- Mixed Questions 1

Input Modelling -Mixed Questions 2

Input Modelling - Mixed Questions 3

Input Modelling - Mixed Question 4

Input Modelling - Mixed Question 5

LCM (LCG) Question 2

LCM (LCG) Question 1

Maximum Period Question 1

Full Period Question 1

LCM (LCG) Mixed Question

Combined Linear Congruential Generator Question

Random Number Generation - Mixed Question 1

Independency Test- Autocorrelation Question

Independecy Text Question

Random Number Generation + Input Modelling - Mixed Questions 1

Random Number Generation + Input Modelling - Mixed Question 2

Random Number Generation + Input Modelling- Mixed Question 3

Random Number Generation + Input Modelling- Mixed Question 4

Introduction

Model Building

Verification

Calibration and Validation

Validation

Hypothesis Testing

Introduction

Terminating Non-Terminating Simulation

Example 1 - Sample mean, sample standart deviation

Confidence Interval

Tally - Time Persistent

Non-Terminating Simulation

Comparing two system

Sampling Types

Independent Sampling

Comparing Several Systems

Validation and Verification Question 1

Validation and Verification Question 2

Validation and Verification Question 3

Confidence Interval Nonnumeric Question 1

Confidence Interval numeric Question 1

Halfwidth Question 1

Replication Number Question 1

Replication Number Question 2

Nonterminating Simulation Open Ended Question 1

Nonterminating Simulation Numeric Question 1

Tally-Time Persistent Statistics Open Ended Questions 1

Output Analysis - Mixed Questions T/F

Comparison of Output Data Between Two Systems Question 1

Comparison of Output Data Between Two Systems Question 2

Comparison of Output Data Between Two Systems 3

Comparison of Output Data Between Two Systems 4

Comparison of Output Data Between Two System 5

Comparison of Output Data Between Three System

Mixed Questions 1

Mixed Questions 2

Mixed Question 3