mageswaran a/l r jaganathan -...

24
CENTRALIZED WIRELESS SENSOR NETWORK DEPLOYMENT MAGESWARAN A/L R JAGANATHAN This report is submitted in partial fulfillment of the requirements for award of Bachelor of Electronic Engineering (Telecommunication Electronics) With Honours Faculty of Electronic and Computer Engineering Universiti Teknikal Malaysia Melaka April 2010

Upload: truongkiet

Post on 09-Apr-2019

233 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

i

CENTRALIZED WIRELESS SENSOR NETWORK DEPLOYMENT

MAGESWARAN A/L R JAGANATHAN

This report is submitted in partial fulfillment of the requirements for award of

Bachelor of Electronic Engineering (Telecommunication Electronics) With

Honours

Faculty of Electronic and Computer Engineering

Universiti Teknikal Malaysia Melaka

April 2010

Page 2: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

UNIVERSTI TEKNIKAL MALAYSIA MELAKA

FAKULTI KEJURUTERAAN ELEKTRONIK DAN KEJURUTERAAN KOMPUTER

BORANG PENGESAHAN STATUS LAPORAN

PROJEK SARJANA MUDA II

Tajuk Projek Centralized Wireless Sensor Network Deployment

Sesl Pengajian

Saya MAGESWARAN AILRJAGANATHAN

mengaku membenarkan Laporan Projek Srujana Muda ini disimpan di Perpustakaan dengan syarat­syarat kegunaan seperti berikut:

1. Laporan adalah hakmilik Universiti Teknikal Malaysia Melaka.

2. Perpustakaan dibenarkan membuat salinan untuk tujuan pengajian sahaja.

3. Perpustakaan dibenarkan membuat salinan laporan ini sebagai bahan pertukaran antara institusi

pengajian tinggi.

4. Sila tandakan ( "'I ) :

D SULIT*

D TERHAD**

0 nDAKTERHAD

~· (TANDATANGAN PENUUS)

*(Mengandungi maklumat yang berdarjah keselamatan atau

kepentingan Malaysia seperti yang termaktub di dalam AKTA

RAHSIA RASMI 1972)

**(Mengandungi maklumat terhad yang telah ditentukan oleh

organisasi/badan di mana penyelidikan dijalankan)

Disahk n ol . . an Ahmad

Pensyarah Fakulli Kejuruteraan Elektronik dan Kejuruteraan Komputer

Universiti Teknikal Malaysia f.1elaka 1(!1'\jng Beli<u"ei 1752.

Pejabat Pos Durian T unggal. (COP DAN TANDAm~ciffl~)

Melaka. Malaysia

Page 3: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

iii

“I hereby declare that this report is the result of my own work except for quotes as

cited in the references.”

Signature : …………………………….

Author : Mageswaran A/L R Jaganathan

Date : 30th April 2010

Page 4: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

iv

“I hereby declare that I have read this report and in my opinion this report is

sufficient in terms of the scope and quality for the award of bachelor of Engineering

(Industrial Electronics) With Honors.”

Signature : ……………………………….

Supervisor’s Name : Mr. Mohd Riduan b. Ahmad

Date : ……………………………….

Page 5: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

v

Dedicated to my beloved family especially my father and mother, brother, and also to

all my friends

Page 6: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

vi

ACKNOWLEDGEMENT

First and foremost, a special expression of gratitude is extended to my PSM

supervisor, Mr. Mohd Riduan b. Ahmad for his non-stop guidance and support that

really improved me theoretically and technically to carry out this project. I would to

thank him again for being so understanding and allocate his time from his busy

schedule to solve the problem I faced throughout this project.

Secondly, I would like to thank my family member and my brother especially for

their support and encouragement given to me to carry out this project successfully.

Last but not least, I would like thank all the people who directly or indirectly

guided me to accomplish this project.

Page 7: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

vii

ABSTRAK

Rangkaian Sensor Wayarles telah menjadi tren baru untuk mengesan

parameter seperti suhu, kelembapan, tekanan dan sebagainya Walaupun teknologi

telah diciptakan akhir era 90-an tapi teknologi ini masih baru untuk Malaysia.

“Sensor node” akan bertanggungjawab untuk memindahkan data dari parameter yang

dikesan ke stesen pengkalan. Terdapat banyak topologi yang boleh digunakan untuk

menetapkan “Sensor Node”. Topologi yang dimaksudkan adalah “Star” (terpusat),

“Mesh”, “Tree” dan lain-lain topologi bergantung pada penggunaan dan persekitaran

“SensorNode“ ditempatkan. Projek ini adalah tentang penggelaran Rangkaian Sensor

Wayarles menggunakan topologi berpusat merasakan suhu dan kelembapan.

Topologi berpusat digunakan kerana kesederhanaan dan lebih luas cakupan. Semua

nod yang disambungkan kepada satu stesen pengkalan. Stesen pengkalan

memerlukan penanganan mesej yang lebih besar, “routing”, dan kemampuan

mengambil keputusan daripada node lain. Dalam hal ini “base station” adalah simpul

sensor itu sendiri. Masalah utama tentang Rangkaian Sensor Wayarles ini adalah

konsumsi tenaga “Sensor Node”. Ini kerana, “Sensor Node” menggunakan bateri

sebagai catu daya, sehingga konsumsi energi harus dikurangkan supaya “Sensor

Node” akan tahan lebih lama. Optimasi konsumsi tenaga daripada nod sensor akan

dilakukan dengan memanipulasi “RF Power” dan “Sampling Rate” untuk setiap

sensor node.

Page 8: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

viii

ABSTRACT

Wireless Sensor Network has become the new trend of sensing parameter

such as temperature, humidity, pressure and etc. Even though the technology has

been invented late of 90‟s but this technology is still new for Malaysia. The Sensor

node will be responsible to transfer the data of sensed parameter to base station.

There are many topologies that can be used to arrange the sensor nodes. These

topologies are star (centralized), mesh, tree and etc. The topology depends on the

usage and the environment of the sensor nodes placed. This project is about the

deployment of the Wireless Sensor Network using the centralized topology to sense

the temperature and humidity. Centralized topology is used due to simplicity and

wider range of coverage. All nodes are connected to a single base station. The base

station requires greater message handling, routing, and decision-making capabilities

than the other nodes. The main issue about this Wireless Sensor Network is the

energy consumption of the sensor nodes. Since the sensor node using battery as the

power supply, so the energy consumption must be reduced so that the sensor node‟s

life span will be higher. The optimization of the energy consumption of sensor node

will be done by manipulating the RF Power and Sampling Rate of the each sensor

node.

Page 9: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

ix

TABLE OF CONTENTS

CHAPTER TITLE PAGE

PROJECT TITLE i

BORANG PENGESAHAN STATUS LAPORAN ii

DECLARATION iii

SUPERVISORY DECLARATION iv

DEDICATION v

ACKNOWLEDGEMENT vi

ABSTRAK vii

ABSTRACT viii

TABLE OF CONTENTS ix

LIST OF TABLES xii

LIST OF FIGURES xiii

LIST OF ABBREVIATION xv

LIST OF APPENDIX xvi

I INTRODUCTION

1.1 Project Introduction 1

1.1.1 Wireless Sensor Network 1

1.1.2 Topology 2

1.2 Problem Statement and Objective 4

1.2.1 Problem Statement 4

1.2.2 Objective 6

1.3 Scope of Work 6

1.3.1 Deployment 6

1.3.2 Monitoring and Collection 7

1.3.3 Optimization 7

Page 10: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

x

1.3.4 Evaluation 7

1.4 Contribution of Project 7

1.5 Thesis Contribution 8

II LITERATURE REVIEW

2.0 Literature Study 9

2.1 Hardware Overview 10

2.1.1 Sensor Node 10

2.1.2 Base Station 16

2.1.3 Control Center 17

2.2 Hardware Familiarization 17

2.2.1 Hardware Architecture 18

2.2.2 Battery Opration 20

2.3 Software Overview 21

2.3.1 MoteView 2.0F 21

2.4 Software Manipulation 30

2.4.1 MoteWorks 2.0 30

2.4.2 MoteConfig 31

2.4.3 TinyOS 32

2.4.4 Programmer‟s Notepad 33

2.4.5 Cygwin 35

2.5 Fundamental Study 35

2.5.1 Zigbee and 802.15.4 36

2.5.2 Propagation Scenario 38

2.6 Pervious Research 40

2.7 Summary 41

III METHODOLOGY

3.0 Introduction 42

3.1 Project Methodology 43

Page 11: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

xi

3.2 Hardware Setup 44

3.2.1 Connecting Sensor Node to local PC 44

3.3 Deployment of Wireless Sensor Network 45

3.3.1 Selection of Network Topology 46

3.3.2 Site Specification 46

3.3.3 Estimation of Network Performance 48

3.4 Project Schedule 49

3.5 Summary 50

IV RESULT AND ANALYSIS

4.0 Introduction 51

4.1 Results 52

4.1.1 Estimation of Battery Lifetime 52

4.1.2 RF Power Analysis 54

4.2 Test-Bed Implementation 57

4.2.1 Indoor 57

4.2.2 Outdoor 58

V CONCLUSION AND RECOMMENDATION

5.0 Introduction 60

5.1 Conclusion 60

5.2 Future Works 62

REFERENCE 63

Page 12: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

xii

LIST OF TABLES

NO TITLE PAGE

2.0 Resources of the ATmega128 family Microprocessors 13

2.1 Hardware Platform Summary 19

2.2 Typical Operational Currents for IRIS peripherals 20

2.3 Frequency bands and data rate 37

Page 13: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

xiii

LIST OF FIGURES

NO TITLE PAGE

1.0 Star Topology 3

1.1 Star Hybrid Topology 4

1.2 Voltage drop of IRIS sensor node 5

2.0 Overview of main sensor node hardware components 10

2.1 IRIS Mote 11

2.2 ATmega1281 Microprocessor Pinout 12

2.3 Base Station . 16

2.4 IRIS Professional Kit . 18

2.5 IRIS Hardware Architecture 19

2.6 Screenshot of Moteview GUI 22

2.7 Screenshot of a demo database displayed in Data tab 23

2.8 System Configuration in the Command Tab 24

2.9 Screenshot of the demo database in the Chart tab 25

2.10 Screenshot of the demo database in Health view 26

2.11 Demo database in Histogram view 27

2.12 Demo database in Scatter plot view 27

2.13 Demo database in Topology view 28

2.14 MoteConfig Application GUI 30

2.15 Interface of the Programmer‟s Notepad 33

2.16 MIB520 Programming Board 34

2.17 Antenna placement in LOS 38

2.18 Blockage caused NLOS 39

3.0 Connection to WSN via MoteView 2.0F 44

3.1 Interface of MoteView showing live data transfer 28

Page 14: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

xiv

3.2 Points where sensor placed in indoor (LOS) 47

3.3 Points where sensor placed in indoor (LOS) 48

4.0 Comparison between different nodes using power calculator spreadsheet. 53

4.1 Energy Consumption for various RF power for Channel 11 54

4.2 Energy Consumption for various RF power for Channel 14 55

4.3 Energy Consumption for various RF power for Channel 26 55

4.4 The variation of energy consumption with RF Power and Sampling rate

modification 57

4.5 Effect of RF Power at outdoor testing 59

4.6 Effect of Sampling Rate at outdoor testing 59

Page 15: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

xv

LIST OF ABBREVIATION

CCD - Clear Channel Assesment

DSSS - Direct Sequence Spread Spectrum

ED - Energy Detection

IEEE - The Institute of Electrical and Electronics Engineers

GUI - Graphical User Interface

LOS - Line of Sight

LQI - Link Quality Indicator

MAC - Medium Access Control

MIMO - Multiple Input Multiple Output

nesC - Network Embedded System C

NLOS - None Line of Sight

OEM - Original Equipment Manufacturer

OS - Operating System

OTAP - Over the Air Programming

PHY - Physical

PSM - Projek Sarjana Muda

RF - Radio Frequency

SAP - Service Access Point

USB - Universal Serial Bus

WSN - Wireless Sensor Network

Page 16: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

xvi

LIST OF APPENDIX

NO TITLE PAGE

A IRIS Datasheet 65

B MIB520 Datasheet 66

Page 17: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

1

CHAPTER I

INTRODUCTION

1.0 Project Background

The focus of this project is on deployment of Wireless Sensor

Network (WSN) using centralized (star) topology to analyze the propagation

scenario of the sensor nodes and to optimize the energy level of the sensor

nodes.

1.1.1 Wireless Sensor Network

Wireless sensor network (WSN) is a wireless network consisting of

spatially distributed autonomous devices using sensors to cooperatively

monitor physical or environmental conditions, at different locations [1].

Wireless sensor networks can be designed in a variety of ways to address

different priorities and make the appropriate technology trade-offs based on

the requirements of the application. Self-organizing wireless sensor network

architectures have enabled new wireless machine-to-machine applications,

including motion-detection sensors used on the battlefield; thermometers

gauging the temperature of food products and pharmaceuticals in transit; and

medical devices monitoring patient vital signs. All wireless sensor

networking systems share a set of common requirements. These include:

Page 18: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

2

Low power consumption - To support long-term operation, the

power consumption of the radio link must be minimized so that

devices can be powered by compact, lightweight batteries such as a

coin cell battery for long periods of time.

Ease of Use - The network protocol allows the sensor network to

initialize itself in a highly ad hoc, self-organizing manner.

Scalability - The network must support the number of nodes

required immediately and must also be able to support future growth

without causing exponential growth of overhead.

Responsiveness - Topology discover and re-discovery must be

efficient, especially for applications where sensor nodes are mobile,

such as in mobile machines or equipment or for wearable sensors.

Range - The sensor nodes able to transmit data up to range of 500

meters. The range is depends on the type of sensor nodes used.

1.1.2 Topology

Network topology plays an important role in setting up the WSN for

deployment. As we know there are many type of network topology such as

star, mesh, tree, ring, bus and etc [2]. For this project purpose star or

centralized topology is chosen and from there the advantages of the topology

will analyze by creating a test-bed.

1.1.2.1 Star Topology

A star topology is a single-hop system in which all wireless sensor

nodes are within direct communication range usually 30 to 100 meters to the

a gateway. All sensor nodes are identical and the gateway serves to

communicate data and commands to the sensor endpoints [2]. The base

station requires greater message handling, routing, and decision-making

capabilities than the other nodes. In this case the base station is the sensor

node itself.

Page 19: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

3

Figure 1.0 Star Topology

1.1.2.2 Star Hybrid

A star-mesh hybrid seeks to take advantage of the low power and

simplicity of the star topology, as well as the extended range and self-healing

nature of a mesh topology. A star-mesh hybrid organizes sensor nodes in a star

topology around routers which, in turn, organize themselves in a mesh network.

The routers serve both to extend the range of the network and to provide fault

tolerance. Since wireless sensor nodes can communicate with multiple routers,

the network reconfigures itself around the remaining routers if one fails or if a

radio link experiences interference Figure 1.1.

Page 20: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

4

Figure 1.1 Star Hybrid Topology

1.2 Problem Statement and Objective

1.2.1 Problem Statement

Most of existing device to measure the temperature and humidity are

wired type, which means wires or cables need (e.g USB cable) to be attached

to the control center (computer) to obtain required sensed data. There are

some problems in using wired device where it involves lots of wire to be

connected with the control center if data needed for different location.

Another problem is when temperature and humidity need to be measured in

long range of distance. It will be tedious to connect the device to the control

center. So, by using wireless sensor network we can measure the temperature

and humidity for different node and retrieve the data from a long distance.

Usage of WSN also has some problems. One of the main issues in

WSN is the energy consumption of the sensor node. Since most of the sensor

node will use batteries as the power supply, the issue of optimization is

desperately needed as to make sure the battery can last long. Sensor node will

be in “ON” state for 24 hours and it consumes lot of energy because even

Page 21: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

5

though at times the sensor node does not sense any parameter but it will

transmit signal to the base station to stay connected with the topology. This

makes the lifespan of the sensor node lower, thus the voltage of the sensor

node must be monitored so that there are enough voltages for the sensor node

to sense and send the data to the control center. For this project IRIS motes

which are a Crossbow‟s product is used as the sensor nodes and base station.

The user guide says the battery can last long till a year. A test is conducted to

find out the voltage drop each day and the result obtained is plotted. From

figure 1.2, the observation is each day the battery voltage drop is drastic and

critical. In 5 days the battery voltage dropped from 3.0 V to 2.5 V. This

proves that with the original settings of the IRIS sensor node, the battery

cannot last long till a year.

The significant of this project is to deploy WSN in centralized

topology with an optimum energy consumption. Since the main issue in WSN

sensor nodes is the energy consumption, it will be ideal if a minimum energy

is used by the sensor nodes to transfer the packets and data to the base station.

Voltage Drop in battery

0

0.5

1

1.5

2

2.5

3

3.5

0 1 2 3 4 5 6

Days

Batt

ery

Vo

ltag

e (

V)

Figure 1.2: Voltage drop of IRIS sensor node per day

Page 22: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

6

1.2.2 Objectives

To deploy wireless sensor nodes in centralized topology for different

propagation scenarios (test-bed implementation)

Indoor (LOS)

Outdoor (LOS)

To monitor the node time-by-time to make sure it remain in

centralized topology.

To ensure RF Power (PTX) and Sampling Rate modification optimize

the energy consumption of the sensor nodes.

To come out with a best solution of parameter modification that

produces the lowest energy consumption thus increases the lifespan of

the sensor node.

1.3 Scope of Work

The scope of work involved in this project can be divided into four

which are deployment, monitoring and data collection, analysis, and

optimization.

1.3.1 Deployment

This part involves the understanding on all the theories on WSN and

network topology. Also the understanding also includes the process of

indentifying the hardware and software involved and the requirements. A

test-bed must be also implemented for this project.

Page 23: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

7

1.3.2 Monitoring and Collection

Monitoring involves monitoring the sensor node to observe whether

the data of sensed parameters has been send correctly to the control center.

Then the data form the control center need to be collected in a specific

location such as database, MS Excel and etc. The collection is very useful for

further analysis.

1.3.3 Optimization

Optimization process involves two matters which are manipulating

the RF Power and changing the sampling rate. Both of this optimization

process is done by using appropriate software.

1.3.4 Evaluation

Evaluation is mainly on the sensor nodes energy consumption of the

sensor nodes. This analysis is done by tabulating and plotting graphs using

the collected data to do a comparison between the normal sensor nodes and

optimize sensor nodes.

1.4 Contribution of Project

A project is considered successful if there is some contribution

from the project done. As for this project, the main contribution is in terms of

energy optimization of the sensor nodes. For this, two parameters will be

modified to observe the effect on the energy consumption of the sensor node.

The first parameter is the RF power and the second parameter is the sampling

rate. The second contribution of the project is on the analysis of propagation

scenario of the centralized topology. The analysis of performance of the

sensor node is done for two propagation scenarios which are Line of Sight

(LOS) and None Line of Sight (NLOS).

Page 24: MAGESWARAN A/L R JAGANATHAN - eprints.utem.edu.myeprints.utem.edu.my/2299/1/Centralized_Wirelss_Sensor_Network...universti teknikal malaysia melaka fakulti kejuruteraan elektronik

8

1.5 Thesis Organization

This thesis contains five chapters. First chapter is the Introduction

where by the introduction about the project title, the problem statement,

objectives and scopes were stated. The second chapter is the Literature

Review which contains all the theoretical study related to the project. The

study includes the hardware part and also the software part. Next will be

Methodology where in here the flow of the project will be shown using a

flow chart. In addition, all the works related to the project will be well

explained in this section. The fourth chapter is the Result and Analysis which

contains all the result of the project or findings visually and textually. Visual

representation is shown by plotting graphs, tables, diagrams and charts. The last

chapter will be the Conclusion and Recommendation which will conclude the

achievement of the project based on the objectives stated. The recommendations

are for further development of the project.