LOCALIZATION AND POSITIONING via Wi-Fi SIGNALS MOHD IDZWAN BIN OTHMAN
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1 LOCALIZATION AND POSITIONING via Wi-Fi SIGNALS MOHD IDZWAN BIN OTHMAN This Report Is Submitted In Partial Fulfillment Of Requirements For The Bachelor Degree of Electronic Engineering (Telecommunication Electronics) with Honours Faculty of Electronic and Computer Engineering Universiti Teknikal Malaysia Melaka JUNE 2013
2 UNIVERSTI TEKNIKAL MALAYSIA MELAKA FAKULTI KEJURUTERAAN ELEKTRONIK DAN KEJURUTERAAN KOMPUTER BORANG PENGESAHAN STATUS LAPORAN PROJEK SARJANA MUDA II Tajuk Projek : LOCALIZATION AND POSITIONING via Wi-Fi SIGNALS Sesi Pengajian : 2 / 2012/2013 Saya MOHD IDZWAN BIN OTHMAN mengaku membenarkan Laporan Projek Sarjana Muda ini disimpan di Perpustakaan dengan syarat-syarat 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 ( ) : SULIT* (Mengandungi maklumat yang berdarjah keselamatan atau kepentingan Malaysia seperti yang termaktub di dalam AKTA RAHSIA RASMI 1972) TERHAD* (Mengandungi maklumat terhad yang telah ditentukan oleh organisasi/badan di mana penyelidikan dijalankan) TIDAK TERHAD Disahkan oleh: (TANDATANGAN PENULIS) (COP DAN TANDATANGAN PENYELIA) Tarikh: 10 Jun 2013 Tarikh: 10 Jun 2013
3 iii DECLARATIONS I hereby declare that this report is the result of my own work except for quotes as cited in the references. Signature :... Author : MOHD IDZWAN BIN OTHMAN Date : 10 th June 2013
4 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 Electronic Engineering (Telecommunication Engineering) With Honours. Signature : Supervisor s Name : ABD. SHUKUR BIN JA AFAR Date : 10 th June 2013
5 v Special thanks to my parents and family, my colleagues and friends, and project supervisor who have been supporting me all the time.
6 vi ACKNOWLEDGMENT First and foremost, praise to Allah the Almighty because without His grace I will not be able to complete this Projek Sarjana Muda and report as well as possible. Here, I wish to express my sincere gratitude to my supervisor, Mr. Abd. Shukur bin Ja afar for his germinal ideas, invaluable guidance, continuous encouragement and constant support. I also sincerely thanks for the time spent proofreading and correcting my mistakes. I acknowledge my sincere indebtedness and gratitude to my parents for their love, dream and sacrifice throughout my life. I cannot find the appropriate words that could properly describe my appreciation for their devotion, support and faith in my ability to attain my goals. Finally, I also would like to thanks for those who are involved directly and indirectly through out completing the project and report successfully.
7 vii ABSTRACT Global Positioning System (GPS) is widely used as public location and positioning system in locating and localizing geo-location coordinates of user. However, this application signal is limited, not operational, not available and inefficient for indoor environment. Therefore, the purpose of this project is to develop localization and positioning system utilizing Wi-Fi signals. Wireless position estimation is based on distance measurement in determining the coordinates of user. Scene analysis which called fingerprinting technique is chosen in this project with measurement of received signal strength at specific locations. This fingerprint positioning algorithm has two phases to go through which is surveying phase and online phase. The unknown location of user will be located during online phase based on database comparison that has been collected on surveying phase. MATLAB Graphic User Interface was developing as user interface for simulation purpose. Several analysis has been done to determine the accuracy and effectiveness of the positioning error due to numbers of access point and environment traffic condition.
8 viii ABSTRAK Sistem Kedudukan Global (GPS) telah digunakan secara meluas sebagai penunjuk lokasi awam dan sistem kedudukan dalam mencari dan menentu koordinat lokasi geografi pengguna. Walaubagaimanapun, isyarat aplikasi penerima ini adalah terhad, tidak beroperasi, tidak berfungsi dan tidak cekap untuk persekitaran dalaman. Oleh itu, tujuan projek ini adalah untuk membangunkan menentu dan sistem mencari kedudukan menggunakan isyarat Wi-Fi. Anggaran kedudukan tanpa wayar berdasarkan ukuran jarak digunakan dalam menentukan koordinat pengguna. Analisis pemandangan iaitu algoritma fingerprint teknik telah dipilih dalam projek ini dengan pengukuran kekuatan isyarat yang diterima. Algoritma kedudukan fingerprint ini mempunyai dua fasa yang perlu dilalui iaitu fasa pengukuran dan fasa dalam talian. Lokasi yang tidak diketahui pengguna akan terletak semasa fasa dalam talian berdasarkan perbandingan pangkalan data yang telah dikumpul semasa fasa pengukuran. MATLAB Grafik Antara Muka Pengguna dibangunkan sebagai antara pengguna bagi tujuan simulasi. Beberapa analisis telah dilakukan untuk menentukan ketepatan dan keberkesanan kedudukan terhadap jumlah akses pusat dan keadaan lalu lintas persekitaran.
9 ix TABLE OF CONTENTS CHAPTER TITLE PAGE PROJECT TITLE COMFIRMATION OF STATUS REPORT DECLARATION SUPERVISOR DECLARATION DEDICATION ACKNOWLEDGEMENT ABSTRACT ABSTRAK TABLE OF CONTENTS LIST OF TABLES LIST OF FIGURES LIST OF ABBREVIATIONS LIST OF APPENDICES i ii iii iv v vi vii viii ix xii xiii xv xvi 1 INTRODUCTION 1.1 Overview of Technologies Project Background Problem Statement Objectives Scope of Project 7
10 x 2 LITERATURE REVIEW 2.1 Triangulation Trilateration Scene Analysis Ekahau Site Survey VisiWave Site Survey TamoGraph Site Survey Comparison between Positioning Algoritm 23 3 METHODOLOGY 3.1 Project Methodology Phase 1 - Planning Data Collection Hardware and software requirements Phase 2 - Measurement Scene Analysis Technique Phase 3 - Development Development of Distance Algorithm Development of Graphical User Interface Phase 4 - Testing 37 4 RESULT AND DISCUSSION 4.1 Distance Estimation Algorithm Location Estimation Calculation Analysis of Algorithm Effectiveness Comparison between Numbers of 49
11 xi Access point Access point Comparison between Numbers of Access Point Access Point and Traffic Condition 50 5 CONCLUSION AND FUTURE WORKS 5.0 Conclusion Future Works 52 REFERENCES 53 APPENDICES 55
12 xii LIST OF TABLES NO TITLE PAGE 1.1 Indoor versus outdoor positioning Indoor Positioning Technologies Advantages and disadvantages of positioning algorithm Received Signal Strength color level Region color description Received Signal Strength database in dbm Received Signal in matrix form Received Signal Strength database in dbm at each Reference Location Received Signal Strength database Normalized at Access Point Received Signal Strength database between User Normalized and 43 database values 4.4 Received Signal Strength at sample location Location estimation in real time Comparison between Numbers of Access Point Comparison between Traffic Conditions 50
13 xiii LIST OF FIGURES NO TITLE PAGE 1.1 Indoor technologies in dependence on accuracy and coverage Indoor technologies dependence on accuracy and carrier wavelength Positioning system block diagram Flow chart scope of project Triangulation algorithm in 2D Graph of relative position error versus target angle Trilateration positioning algorithms D target location by TOA measurement technique Geometric relationship between target and two APs Surveying phase Online phase Scene analysis system Offline phase and online phase of scene analysis technique Database comparison Wi-Fi contour power (dbm) line coverage Ekahau Site Survey icon Ekahau Site Survey window VisiWave Site Survey icon VisiWave Site Survey window TamoGraph Site Survey icon Tamograph Site Survey window Design phase Steps of Methodology Flow chart of surveying phase Orientations during taking measurement 28
14 xiv 3.5 Orientations affect on Received Signal Strength Block B, ground Floor, FKEKK Surveying phase on coverage area Data extracted in WordPad Coverage area Coverage area plotting point in MATLAB MATLAB Simulink icon MATLAB Simulink window Flow chart of distance algorithm Theorem Pythagoras area Coverage area plotting point in matrix Location estimation area Scale on the coverage area Sample location Location estimation of sample location taken MATLAB GUI MATLAB GUI output Example of ToA location estimation 52
15 xv LIST OF ABBREVIATIONS ABBREVIATION MEANING GPS Global Positioning System RFID Radio Frequency IDentification laser Light Amplification by Stimulated Emission of Radiation WLAN Wireless Local Area Network RSS Received Signal Strength AP Access Point FKEKK Fakulti Kejuruteraan Elektronik dan Kejuruteraan Komputer PSM Projek Sarjana Muda UTeM Universiti Teknikal Malaysia Melak RSS Received Signal Strength AoA Angle Of Arrival 2D Two Dimensions ToA Time Of Arrival TDoA Time Difference Of Arrival TOF Time Of Flight WLAN Wireless Local Area Network UWB Ultra-Wideband Wi-Fi Wireless Fidelity A-GPS Assisted Global Positioning System GNSS Global Navigation Satellite System RTLS Real-time Locating System ANSI American National Standards Institute ISO International Organization for Standardization SSID Service Set Identifier LBS Location-based Service
16 xvi LIST OF APPENDICES NO TITLE PAGE A Euclidean distance program 55 B MATLAB GUI program 57 C Gantt Chart of project planning 63 D Poster 64 E IEEE report 65
17 CHAPTER 1 INTRODUCTION 1.0 Introduction This chapter will discuss briefly the background of the project that has been chosen. It will also discuss the problem statement, main objective and the scope of the project. 1.1 Overview of Technologies Positioning system is a technology that is used in locating and tracking user or property. Location, defined as coordinates or places either room, street, building and house. Position, is refer to the distance or location from some area. Positioning, usually refers to the process of finding the two-or-three-dimensional coordinates of a terminal but can mean determination of distance or range [1]. A beacon is a
18 2 continuous or periodic transmission that facilitates timing synchronization or position measurements between terminals. Terminal refers to the either side of the communication link. Positioning system technologies can be divided into two categories, outdoor and indoor positioning. Table 1.1 [6] shows different between indoor and outdoor positioning. Table 1.1: Indoor versus outdoor positioning [6] INDOOR WLAN Client-based system design Client-assisted system design Sensor Network Localization with beacons Localization with moving beacons Beacon-free localization UWB A promising approach for indoor geolocation Can achieve very accurate short distance estimation OUTDOOR GPS Requires minimal obstructions Long acquisition times (30s- 15min) Has to be synchronous High power consumption and high unit cost A-GPS A-GPS Much more accurate: accuracy of 10-50m can be used even for indoor positioning Improves acquisition time (<10s) Synchronous or asynchronous More cost effective than GPS Little/no hardware changes required in base stations The most popular outdoor positioning system is Global Positioning System (GPS). This system uses satellites to navigate the location of the target or user. The current indoor positioning systems technology is Wi-Fi, RFID (Radio Frequency IDentification), laser (Light Amplification by Stimulated Emission of Radiation), infrared, and ultrasound. Table 1.2 [14]shows the specification of indoor technologies for nowadays. Figure 1.1 and 1.2 [14] show dependency of accuracy to the coverage and carrier wavelength.
19 3 Table 1.2: Indoor Positioning Technologies [14] Technology Cameras Typical Accuracy 0.1mm - dm Typical Coverage (m) 1 10 Infrared Cm m 1-5 Tactile & Polar Systems µm mm Sound cm 2 10 Typical Measuring Principle Angle measurements from images Thermal imaging, active beacons Mechanical, interferometry Distances from time of arrival WLAN/Wi-Fi m Fingerprinting RFID dm - m 1 50 Ultra- Wideband High Sensitive GNSS cm - m m global Pseudolites cm - dm Other Radio Frequencies Inertial Navigation Magnetic Systems Infrastructure Systems m Proximity detection, fingerprinting Body reflection, time of arrival Parallel correlation, assistant GPS Carrier phase ranging Fingerprinting, proximity 1% Dead reckoning mm cm 1 20 cm - m building Fingerprinting and ranging Fingerprinting, capacitance Typical Application Metrology, robot navigation People detection, tracking Automotive, metrology Hospitals, tracking Pedestrian navigation, LBS Pedestrian navigation Robotics, automation Location based services GNSS challenged pit mines Person tracking Pedestrian navigation Hospitals, mines Ambient assisted living
20 4 Figure 1.1: Indoor technologies in dependence on accuracy and coverage [14] Figure 1.2: Indoor technologies dependence on accuracy and carrier wavelength [14]
21 5 1.2 Project Background WLAN (Wireless Local Area Network), Wi-Fi and IEEE all means the same [5]. It is an industrial standard that used for wireless data transmission. Wi-Fi used electromagnetic waves in order to transmit data over the airwaves medium. Obviously, they are not designed and deployed for the purpose of positioning. However, measurements of received signal strength (RSS) of the signal transmitted by either access point (AP) imply the location of any mobile user [9]. There are several positioning algorithms that can be used in determining the current position of user like triangulation, trilateration and scene analysis. From the RSS, it can be used to compute to determine the location or coordinate of the user. Figure 1.3: Positioning system block diagram Figure 1.3 shows the block diagram of the system. There is a vector power between the user referenceor target to the AP. This vector can be used to determine the distance by using positioning algorithm that will be discuss in Chapter 2, literature review. Then, the position or coordinates of the user will display on MATLAB Graphic User Interface (GUI). This project using an existing Wi-Fi infrastructure in localizing and positioning even it was never designed to do so. The coverage area of this project was at Block B, Ground Floor, FKEKK (Fakulti Kejuruteraan Elektronik dan Kejuruteraan Komputer) because of the number of APs located there.
22 6 1.3 Problem Statement Indoor location sensing systems has become very important and popular in recent years [3][8]. They, gradually play an important role in all aspects of people s daily lives including e.g. living assistant, navigation, emergency detection, surveillance or tracking target-of-interest and many other location-based services [4]. Nowadays, WLAN technology can be found in almost every building [5]. It is because an advancement of technology in developing devices like smartphones which can directly connected to the internet. Internet has become a daily needs especially for getting knowledge. GPS is the most popular positioning system for outdoor environment and plays a dominant role in localization. It can provide precise locations of mobile devices within worldwide coverage. However, GPS has shadow problem and is not available, not operate and not suitable for indoor environments [9][10][12]. This inefficiency is due to the weakness of signals emitted and their disability to penetrate most building materials [4]. It performance deteriorates in indoor use and in urban environments [1]. 1.4 Objectives The main objectives of this project can be summarized as follows: i. To develop a location and positioning simulation estimation using MATLAB software at FKEKK, UTeM. ii. To analyze the performance of location estimation based on fingerprint technique.
23 7 1.5 Scope of Project Development of the Localization and Positioning via Wi-Fi signals have chosen after doing research from the books, internet, electronic magazine and other resources due to human demand for indoor positioning system. This project needs no hardware modification for Wi-Fi infrastructure and no cost required. Localization and Positioning via Wi-Fi signals is an innovation of locating and tracking user or property. The scopes of this project require using of hardware and software for measurement phase and software development for testing phase. For the first phase of the project development, data collection (offline phase) has been done at Block B, Ground Floor, FKEKK, UTeM. The process of collecting data is called surveying phase where at each point need to collect RSS in determining the distance during online phase. The collected data will used as database for applying the location estimation algorithm in MATLAB software. After completed this phase, GUI will be develop to display the current location and position of the user. Figure 1.4 shows an overall flow chart of the scope of project.
24 8 Start Literature reviews: Triangulation Trilateration Scene analysis Scene analysis technique Surveying phase Development of location estimation with MATLAB software Scene analysis techniques based on Nearest Neighbor method No Software accuracy? Yes GUI development End Figure 1.4: Flow chart scope of project
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