INTRODUCTION LITERATURE REVIEW METHODOLOGY RESULT AND ANALYSIS DISCUSSION

v TABLE OF CONTENTS Abstract i Abstrak ii Dedication iii Acknowledgement iv Table of Content v List of Figures vii List of Tables viii List of Abbreviation ix

1. INTRODUCTION

1 1.1 Background 1 1.2 Problem statement 2 1.3 Objectives of project 3

1.4 Scope

3 1.5 Project Outline 3

2. LITERATURE REVIEW

4 2.1 Overview 4 2.2 Charge-Couple Device CCD Camera 4 2.2.1 A Review of Current Research of CCD Camera 5 2.2.2 Basic Principle of CCD Camera 6 2.2.3 CCD Camera Functionality 6 2.2.4 CCD Camera Calibration Technique 7

3. METHODOLOGY

13 3.1 Overview 13 3.2 Introduction of Experiment 13 3.2.1 Equipment Involved 14 3.2.1.1 Omron F500 Vision System 14 3.2.1.2 Conveyor System 17 vi 3.2.1.3 Lighting System 17 3.2.2 Specimen Preparation 18 3.2.3 Checkerboard Image Pattern 19 3.2.3.1 Computer Program MATLAB 20 3.2.3.2 Parameter Consideration 21 3.2.3.4 Dimensional Accuracy 21 3.2.3.5 Procedure of Experiment 22 3.2.3.6 Calibration Matrix Equation 24 3.2.4 Calibration board with 40 coded fiducials 25 3.2.4.1 Matlab calibration toolbox 26 3.2.4.2 Procedure of experiment 26 3.2.5 Initial Plumb Line Calibration 29 3.2.5.1 Setting consideration 29 3.2.5.2 Procedure of Experiment 30 3.3 Calibration Methods 31 3.4 Taguchi Method 33 3.4.1 Orthogonal Array 33 3.4.2 Data Analysis 34 3.4.2.1 Level Average Analysis 34 3.4.2.2 Signal to Noise Ratio 35 3.5 Statistical Package for the Social Sciences SPSS 36 3.6 Analysis of Variance ANOVA 37 3.7 Duncan Method 39 3.8 Project Planning Flow Chart 40 3.9 Actual Project Flow Chart 41 vii

4. RESULT AND ANALYSIS

42 4.1 Result and analysis on calibration data 42 4.1.1 Calibration data 42 4.1.1.1 Camera Calibration Toolbox Bouquet 57 4.1.1.2 Camera Calibration Toolbox Zhang 58 4.1.1.3 Camera Calibration Toolbox Heikeila 59 4.2 Pixel error at x-axis 60 4.2.1 Calibration Data Bouquet 60 4.2.1 Calibration Data Zhang 62 4.2.1 Calibration Data Heikeila 64 4.3 Pixel error at y-axis 66 4.3.1 Calibration Data Bouquet 66 4.3.1 Calibration Data Zhang 68 4.3.1 Calibration Data Heikeila 70

5. DISCUSSION

72 5.1 Design Tools Taguchi, ANOVA, DUNCAN SPSS 72 5.2 Pixel Error 72 5.3 Relationship between Image Patterns Toolbox at X-axis 73 5.4 Relationship between Image Patterns Toolbox at Y-axis 74

6. CONCLUSION AND RECOMMENDATION