IE 306 • Midterm + Final • System Simulation

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

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

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

Simulation by Hand Question 6- Bank Example

Queuing Model Question 1

Queuing Model Question 2

Queuing Model Question 3

Queuing Model Question 4

Queuing Model Question 5

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

Inverse Transform Method T/F Example

Inverse Transform Method-Example

Emprical Distribution

Emprical Distribution Example

Frequency Distribution

Frequency Distribution Example

LCM (LCG) Question 1

LCM (LCG) Question 2

Full Period Question 1

Maximum 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

Inverse Transform Method- Exponential 1

Inverse Transform 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

Generate Random Variates Mixed Question

Generate Random Variates Mixed Question 2

Generate Random Variates - Acceptance-Rejection Technique

Generate Random Variates - Acceptance-Rejection Technique 2

Generate Random Variates - Normal

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

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)

Hypothesis Testing Question 1

Hypothesis Testing Question 2

Hypothesis Testing Question 3 - Variance

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 Modelling- Mixed Questions 1

Input Modelling -Mixed Questions 2

Input Modelling - Mixed Questions 3

Input Modelling - Mixed Question 4

Input Modelling - Mixed Question 5

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

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

Introduction

Scheduling Rules

Example 1 - Scheduling Rules

Example 2 - Scheduling Rule

Schedule Module

Example 1

Exam Like Question 1

Assign Module

Example 2

Record module-Count

Assign Module -TNOW

Example 3

Record Module- Time Interval

Exam Like Question 2

Exam Like Question 3

Resource Set

Exam Like Question 4

Exam Like Question 5

Exam Like Question 6

Failure Module

Example 4

Example 5

Statistic Module

Exam Like Question 7

Arriving with a Schedule

Going to the shortest queue

Example 6

Exam Like Question 8

Seize-Delay-Release

Shared Queue

Priority

Exam Like Qustion 9

Record into Sets

Exam Like Question 10

Match-Batch-Seperate

Example 7

Exam Like Question 11

Exam Like Question 12

Hold ve Signal

Example 8

Route and Station

Assign- Variable

Example 9