CORRELATIVE INTERFEROMETRY FOR ANGLE OF ARRIVAL ESTIMATION AND SIGNAL SOURCE LOCATING USMAN BATURE ISYAKU

Similar documents
PERFORMANCE EVALUATION OF CORRELATIVE INTERFEROMETRY FOR ANGLE OF ARRIVAL ESTIMATION SUHAIL MUHAMMAD KAMAL

ADAPTIVE CROSS WIGNER-VILLE DISTRIBUTION FOR PARAMETER ESTIMATION OF DIGITALLY MODULATED SIGNALS CHEE YEN MEI

HIGH-PERFORMANCE DIGITAL FILTER IN FPGA SITI SUHAILA MOHD YUSOF UNIVERSITI TEKNOLOGI MALAYSIA

AN IMPROVED ACCURACY OF WEB SERVICE SELECTION BASED ON MULTI-CRITERIA DECISION MAKING AND WEB SERVICE MODELING ONTOLOGY

RESONANT CONTROL OF A FLEXIBLE MANIPULATOR SYSTEM

PUMP SCHEDULING OPTIMIZATION FOR WATER SUPPLY SYSTEM USING ADAPTIVE WEIGHTED SUM GENETIC ALGORITHM FOLORUNSO TALIHA ABIODUN

COMPARATIVE STUDY OF REGTANGULAR MICROSTRIP PATCH ANTENNA ARRAY DESIGN ABDULLAHI MOALLIM YUSUF

FREQUENCY RECONFIGURABLE ARCHIMEDEAN SPIRAL ANTENNA MASMURNI BINTI ABDUL RAHMAN

ENHANCEMENT OF VOLTAGE STABILITY AND POWER LOSSES FOR DISTRIBUTION SYSTEM WITH DISTRIBUTED GENERATION USING GENETIC ALGORITHM OMAR TAHSEEN OMAR KHALAF

HOUMAN OMIDI. A project report submitted in partial fulfilment of the. Master of Engineering (Electrical-Power) Faculty of Electrical Engineering

EFFECTIVE AEROSOL OPTICAL THICKNESS RETRIEVAL ALGORITHM USING MODIS 500 METRE DATA AHMAD MUBIN BIN WAHAB UNIVERSITI TEKNOLOGI MALAYSIA

DOPPLER METHOD FOR ANGLE OF ARRIVAL ESTIMATION NASIR ABUBAKAR YAKUB

THERMAL ANALYSIS OF H.V INSULATION OIL DURING PARTIAL DISCHARGE DETECTION RASOOL ABDELFADIL GATEA UNIVERSITI TEKNOLOGI MALAYSIA

HARMONIC MODELING IN POWER DISTRIBUTION SYSTEM USING TIME SERIES SIMULATION CHE KU FARHANA BINTI CHE KU AMRAN UNIVERSITI TEKNOLOGI MALAYSIA

PARTICLE SWARM OPTIMIZATION FOR MPPT : SIMULATION AND ANALYSIS NOOR DZULAIKHA BINTI DAUD UNIVERSITI TEKNOLOGI MALAYSIA

CONTRIBUTION OF HUMAN FACTORS TO SHIPPING SAFETY ARFENA DEAH LESTARI

CLASSIFICATION OF ABNORMAL CROWD BEHAVIOR USING IMAGE PROCESSING AND STATE MACHINES NG TZE JIA

SIMULATION AND OPTIMIZATION OF ELECTRICAL DISCHARGE MACHINING PROCESS USING MATLAB ELNAZ KARIMPOUR UNIVERSITI TEKNOLOGI MALAYSIA

OPTIMAL HEAT TRANSFER OF HEAT SINK DESIGN BASED ON ELECTRONIC PACKAGE THERMAL DISTRIBUTION USING COMSOL PACKAGE SOFTWARE

OBJECT CLASSIFICATION USING DEEP LEARNING FONG SOON FEI

Signature. Supervisor :.. ~.~H-.~.~0~P..?.j.~H~~~.. ~.~.~ Date :...?./!!./~~ ~

INCORPORATION OF TEXTILE ARTIFICIAL MAGNETIC CONDUCTOR INTO DIPOLE ANTENNA MUHAMMAD AZFAR BIN ABDULLAH UNIVERSITI TEKNOLOGI MALAYSIA

INTEGRATED SYSTEM OF AUTOMATIC IDENTIFICATION SYSTEM (AIS) AND RADAR FOR PORT TRAFFIC MANAGEMENT NUR AIREEN BT. AMRAN UNIVERSITI TEKNOLOGI MALAYSIA

STATIC AND DYNAMIC CONTROL OF NETWORK BASED ROTARY INVERTED PENDULUM SYSTEM ZAID BIN YAAKOB

DEVELOPMENT OF MONOPOLE SENSORS FOR RICE QUALITY CHARACTERIZATION IN MALAYSIA JAMALIAH BINTI SALLEH

OPTIMUM ANALYSIS OF OFFSHORE STRUCTURES LIFTING PADEYES USING FINITE ELEMNT METHOD ABDELRAHIM MUSA MAHGOUB HAMADELNIL

EXPECTED LIFE CYCLE COST FOR SYSTEMS WITH REPAIRABLE COMPONENTS AMIRHOSSEIN EBRAHIMI

DETERMINATION OF LEAKAGE IN AN OIL AND GAS PIPELINE NOR AZIAN BINTI MOHIDEEN ABDUL KADIR

SYSTEM IDENTIFICATION AND INTELLIGENT CONTROL OF AUTOMOTIVE AIR CONDITIONING SYSTEM. MOHD FIRDAUS BIN MOHAMED

COMPARISON BETWEEN PIEZOELECTRIC AND CAPACITIVE SENSORS FOR PD DETECTION AND SIGNAL MONITORING IN PALM OIL

MITIGATING INTER-CARRIER INTERFERENCE IN ORTHOGONAL FREQUENCY DIVSION MULTIPLEXING SYSTEM USING SCALED ALPHA PULSE SHAPING TECHNIQUE

AFFINE-BASED TIME-SCALE ULTRA WIDEBAND WIRELESS CHANNEL SIMULATOR FOR TIME-VARYING COMMUNICATION ENVIRONMENT NOR ASWANI BINTI HJ MAMAT

DEVELOPMENT OF COOPERATIVE RELAY USING UNIVERSAL SOFTWARE RADIO PERIPHERAL MUHAMMAD RUSHIDI SABIRIN

GRAPHICS PROCESSING UNIT BASED PARALLEL COPY MOVE IMAGE FORGERY DETECTION SCHEME AHMAD UWAYS BIN ZULKURNAIN

THREE-DIMENSIONAL FINITE-DIFFERENCE TIME-DOMAIN SIMULATION OF COAXIAL TRANSMISSION LINE FOR BROADBAND DIELECTRIC CHARACTERIZATION

JPEG IMAGE TAMPERING DETECTION BASED ON BLOCKING ARTIFACTS ALI EBRAHIMI

WIRELEES VIBRATION MONITORING SYSTEM (WVMS) WONG YOON KHANG APRIL 2007

SYSTEM IDENTIFICATION AND POSITION CONTROL OF PNEUMATIC ACTUATOR USING EMBEDDED SYSTEM TAHA MOHAMMED AHMED SADEQ

EFFECTIVENESS OF SAFETY PROGRAMS IN MALAYSIAN CONSTRUCTION INDUSTRY JAIMEY ATTAU

NON-LINEAR WATER LEVEL FORECASTING OF DUNGUN RIVER USING HYBRIDIZATION OF BACKPROPAGATION NEURAL NETWORK AND GENETIC ALGORITHM SITI HAJAR BINTI ARBAIN

CONTINUOUS INDIVIDUAL PLOT CURVES TECHNIQUE FOR SIMULTANEOUS TARGETING AND DESIGN OF A MASS EXCHANGE NETWORK YANWARIZAL UNIVERSITI TEKNOLOGI MALAYSIA

A HIGH SPEED 2D CONVOLUTION HARDWARE MODULE FOR IMAGE PROCESSING APPLICATIONS IN FPGA BEENAL BABA UNIVERSITI TEKNOLOGI MALAYSIA

STUDY ON THE CHARACTERISTICS OF CAPILLARY PLASMA ANTENNA ARRAY IN RADIO WAVE NOOR FADHILAH BINTI RAMLI

DESIGN AND ANALYSIS OF WIDEBAND CIRCULARLY POLARIZED DIELECTRIC RESONATOR ANTENNA FOR WIRELESS COMMUNICATION APPLICATIONS

PREDICTION OF TOTAL CONCENTRATION FOR SPHERICAL AND TEAR SHAPE DROPS BY USING NEURAL NETWORK NORHUSNA BINTI SAHARUN UNIVERSITI TEKNOLOGI MALAYSIA

LEARNING ENHANCEMENT OF THREE-TERM BACKPROPAGATION NETWORK BASED ON ELITIST MULTI-OBJECTIVE EVOLUTIONARY ALGORITHMS ASHRAF OSMAN IBRAHIM ELSAYED

UNIVERSITI TEKNOLOGI MALAYSIA

EFFECTIVENESS OF EXTERNAL TECHNOLOGY TRANSFER TO CEPP, UTM

MODELING OF IMAGE PROCESSING ALGORITHMS FOR HARDWARE-SOFTWARE CO-SIMULATION IBRAHIM ISA UNIVERSITI TEKNOLOGI MALAYSIA

PATTERN AND FREQUENCY RECONFIGURABLE ANTENNA FOR WIRELESS APPLICATIONS DELPHINE ABIJURU. requirements for the award of the degree of

DIGITAL CODING SIMULATION USING MICRO-RING RESONATOR FOR LONG DISTANCE COMMUNICATION MASOUD RANJBAR. Universiti Teknologi Malaysia

A GRAY-SCALE IMAGE STEGANOGRAPHY TECHNIQUE USING FIBONACCI 12-BITPLANE DECOMPOSITION AND LSB APPROACH SABAH FADHEL HAMOOD

AN IMPROVED METHOD FOR UNIVERSITY BUILDING S ENERGY EFFICIENCY INDEX USING CLUSTER APPROACH NUR NAJIHAH BINTI ABU BAKAR UNIVERSITI TEKNOLOGI MALAYSIA

INSTRUCTION: This section consists of FOUR (4) structured questions. Answer ALL questions.

AN OPTICAL WAVELENGTH MEASUREMENT TECHNIQUE USING ERBIUM-DOPED FIBER ATTENUATION NORHAYATI BINTI AFFANDI

TWO DIMENSIONAL DIRECT CURRENT RESISTIVITY MAPPING FOR SUBSURFACE INVESTIGATION USING COMPUTATIONAL INTELLIGENCE TECHNIQUES

OPTIMAL PROPORTIONAL INTEGRAL DERIVATIVE CONTROLLER FOR AUTOMATIC VOLTAGE REGULATOR SYSTEM USING PARTICLE SWARM OPTIMIZATION ALGORITHM

ASSESSING CLOUD COMPUTING SECURITY LEVEL OF AWARENESS AMONG IT AND NON IT STUDENTS IN UTM ALWUHAYD MUTEB MOHAMMED UNIVERSITI TEKNOLOGI MALAYSIA

DEVELOPMENT OF DYNAMIC EQUIVALENTS FOR INTERCONNECTED POWER SYSTEMS USING IDENTIFICATION APPROACHES KOK BOON CHING UNIVERSITI TEKNOLOGI MALAYSIA

HIRZI BIN MOHD ISHAK UNIVERSITI TEKNOLOGI MALAYSIA

DESIGN OF A MIMO RECTANGULAR DIELECTRIC RESONATOR ANTENNA FOR LTE APPLICATION

CRASH ANALYSIS OF A RAINFOREST VEHICLE (RFV) UNDER FRONTAL IMPACT LOADING MOHAMAD SYAUQY AMIN BIN OTHMAN

SOFTWARE PROCESS FOR INTEGRATED PATTERN ORIENTED ANALYSIS AND DESIGN (POAD) AND COMPONENT ORIENTED PROGRAMMING (COP) ON EMBEDDED REAL-TIME SYSTEMS

THE APPLICATION OF TERRESTRIAL LASER SCANNING AND WEB-BASED GEOGRAPHICAL INFORMATION SYSTEM FOR INDOOR ASSET MANAGEMENT

A 10-BIT 50 MEGA-SAMPLES-PER-SECOND PIPELINED ANALOG-TO-DIGITAL CONVERTER YUZMAN BIN YUSOFF UNIVERSITI TEKNOLOGI MALAYSIA

ULTRA WIDEBAND ANTENNA WITH BAND NOTCH AT 5.8 GIGAHERTZ USING CONDUCTIVE SILVER COATED THIN FILM MOHD SUBRI BIN ABDUL RANI

MODIFIED STEREO VISION METHOD FOR AN UNMANNED GROUND VEHICLE MASOUD SAMADI UNIVERSITI TEKNOLOGI MALAYSIA

MESOPYME-IEMA SOFTWARE PROCESS EVALUATION MODEL FOR SMALL AND MEDIUM SOFTWARE INDUSTRIES IMRAN BASHA

ANTENNA ARRAY (DESIGN AT 28 GHz FOR 5G MOBILE NETWORK BASIL JABIR SHANSHOOL. A project submitted in partial fulfilment of the

INTERFERENCE BETWEEN TERRESTRIAL, HIGH-ALTITUDE PLATFORM AND SATELLITE SYSTEMS AT 28 GHz KHALID IBRAHIM ALKHEDHAIRI UNIVERSITI TEKNOLOGI MALAYSIA

A HYBRID APPROACH BASED ON ARIMA AND ARTIFICIAL NEURAL NETWORKS FOR CRIME SERIES FORECASTING MOHD SUHAIMI MOHD ZAKI

IMPROVING THE DOCUMENTATION OF USER S REQUIREMENTS FOR E-SERVICE SYSTEMS USING SERVICE RESPONSIBILITY TABLE IBRAHIM SALIHU ANKA

CONSTRUCTABILITY COMPARISON BETWEEN IBS AND CONVENTIONAL CONSTRUCTION EHSAN HARIRCHIAN UNIVERSITI TEKNOLOGI MALAYSIA

FPGA IMPLEMENTATION OF A RECONFIGURABLE ADDRESS GENERATION UNIT FOR IMAGE PROCESSING APPLICATIONS KAM KOK HORNG UNIVERSITI TEKNOLOGI MALAYSIA

DATA SAMPLING TIME SCHEDULING BASED ON MAXIMUM ALLOWABLE LOOP DELAY FOR NETWORKED CONTROL SYSTEM AMIRA SARAYATI AHMAD DAHALAN

CARBON NANOTUBE FIELD-EFFECT TRANSISTOR FOR A LOW NOISE AMPLIFIER NGU KEK SIANG UNIVERSITI TEKNOLOGI MALAYSIA

INSTRUCTION: This section consists of TWO (2) structured questions. Answer ALL questions.

SELF-TUNING PID CONTROLLER FOR ACTIVATED SLUDGE SYSTEM HUONG PEI CHOO

PRODUCTIVITY IMPROVEMENTS USING LEAN PRACTICES AT JAPANESE ELECTRICAL AND ELECTRONICS MANUFACTURING AFIF AIMADUDDIN BIN PARNON

CG605: UTILITY MAPPING

FLUID FLOW IN HORIZONTAL PIPELINE WITH LEAKAGE TASNEEM BINTI NASHARUDIN UNIVERSITI TEKNOLOGI MALAYSIA

STUDY ON STABILITY OF REFLECTANCE CHARACTERISTICS OF NATURAL FEATURES FOR CALIBRATING REMOTE SENSING DATA

PWM PIC16F877A DIMMING ELECTRONIC BALLAST FOR HPS LAMP NATRA BINTI ISMAIL

A NEW STATISTIC TO THE THEORY OF CORRELATION STABILITY TESTING IN FINANCIAL MARKET SHAMSHURITAWATI SHARIF UNIVERSITI TEKNOLOGI MALAYSIA

INSULATION COORDINATION OF QUADRUPLE CIRCUIT HIGH VOLTAGE TRANSMISSION LINES USING ATP-EMTP SITI RUGAYAH BTE DUGEL

OPTIMAL DESIGN AND SYNTHESIS OF RICE SUPPLY CHAIN LIM JENG SHIUN UNIVERSITI TEKNOLOGI MALAYSIA

THE MEDIATION EFFECT OF VALUE ON EXPERIENCE AND SERVICE QUALITY TOWARD SATISFACTION IN MALAYSIAN TOURISM INDUSTRY KWOK SEE YING

AN FPGA IMPLEMENTATION OF ALAMOUTI S TRANSMIT DIVERSITY TECHNIQUE PUSHPAMALAR MUKILAN

INSTRUCTION: This section consists of FOUR (4) structured questions. Answer ALL questions.

FREQUENCY ESTIMATOR USING ARTIFICIAL NEURAL NETWORK FOR ELECTRICAL POWER SYSTEM DYNAMICS AZLIZA BINTI MOHD JELANI UNIVERSITI TEKNOLOGI MALAYSIA

INTEGRATING COOPERATIVE USERS TO DEVELOP FRAMEWORK FOR AN EFFECTIVE MOBILE PHYSIOTHERAPY YOUCEF BENFERDIA

ANALYSIS OF MARINE INCIDENTS IN MALAYSIA SURHAN JAMIL BIN HARON

ADAPTIVE CHANNEL ESTIMATION FOR SPARSE ULTRA WIDEBAND SYSTEMS SOLOMON NUNOO UNIVERSITI TEKNOLOGI MALAYSIA

POST-TENSION COLUMN FOR IBS BLOCKWORK BUILDING SYSTEM ZALILAH BINTI AYOP

HAND GESTURE RECOGNITION SYSTEM FOR AUTOMATIC PRESENTATION SLIDE CONTROL LIM YAT NAM UNIVERSITI TEKNOLOGI MALAYSIA

TRACKING OF A PERSON IN SEMI-DENSE CROWD ASMIDA BINTI ISMAIL

MODELING, SIMULATION AND DESIGN OF AN IMPROVED HIGH POWER FACTOR BRIDGELESS SEPIC CONVERTER IZNI BINTI MUSTAFAR UNIVERSITI TEKNOLOGI MALAYSIA

DUAL BAND APERTURE COUPLED MICROSTRIP PATCH ANTENNA USING DIFFERENT APERTURE SHAPE FOR WIRELESS LAN APPLICATION

IMPLEMENTATION OF GENETIC ALGORITHM IN MODEL IDENTIFICATION OF BOX-JENKINS METHODOLOGY MOHD ZULARIFFIN MD MAAROF UNIVERSITI TEKNOLOGI MALAYSIA

SELECTION OF THE INDUSTRILIZED BUILDING MATERIAL SUPPLIER BY ANALYTIC HIERARCHY PROCESS METHOD MOHAMMAD YOUSEF MORAVVEJI

Transcription:

CORRELATIVE INTERFEROMETRY FOR ANGLE OF ARRIVAL ESTIMATION AND SIGNAL SOURCE LOCATING USMAN BATURE ISYAKU A project report submitted in partial fulfillment of the requirements for the award of the degree of Master of Engineering (Electrical Computer and Microelectronic System) Faculty of Electrical Engineering Universiti Teknologi Malaysia JANUARY 2015

ii I declare that this project report entitled Correlative Interferometry for Angle of Arrival Estimation and signal source locating is the result of my own research except as cited in the references. The project report has not been accepted for any degree and is not concurrently submitted in candidature of any other degree. Signature :... Name : USMAN BATURE ISYAKU Date : JANUARY 2015

iii To my honoured and esteemed family, friends and all those who have contributed in this project for their continuous motivation, support and encouragement..

iv DEDICATION ACKNOWLEDGEMENT All praises and gratitude goes to Almighty ALLAH (S.W.T) for giving me the will, health and strength to undertake this period of studies. Certainly my appreciation goes to my parents, Alhaji Bature Yusuf and Maryam Umar who have been encouraging me, and praying for my success. Mashaa Allah, I will always be indebted to them, may Allah pay them with Aljannah Ameen. Special thanks to my wife Sadiya Kabiru and my son Muhammad Bashir Usman for their endless patience, endurance, support, prayers and understanding throughout my studies. Furthermore, I would like to express my sincere appreciation and gratefulness to my supervisor, Assoc. Prof. Dr Ahmad Zuri Bin Sha ameri for his habitual guidance, directions, suggestions, recommendations and support in the course of my research work may Allah reward him abundantly Ameen. Lastly, I would like to communicate my appreciation to my fellow graduate students and contemporaries, who have supported me in various traditions may Allah reward them Ameen.

v ABSTRACT Radio Direction Finding (RDF) refers to the measurement of the direction of the transmitted signal. RDF is used in military intelligence systems, public safety systems, navigation of ships and aircraft. The emitter location can be estimated based on the measured parameters, namely the angle of arrival (AOA), time of arrival (TOA) or time difference of arrival (TDOA). In this project, the square arrangements of four receivers which spaced at 5 km from the centre is considered. The configuration is determined in order to establish line of sight (LOS) and minimize losses. The measurement parameters are observed at each receiving station independently. There are two major methods to determine emitter locations: one-step positioning techniques (centralized processing) and two-step positioning techniques (decentralized processing).in this project, the one-step positioning techniques or direct method is considered. The method requires a two dimensional search which takes the advantage of simple propagation assumptions, that are usually used for radio frequency signals (RF). Direct position estimation that used to estimate angles from all receiving units and location of the emitter, is based on maximum likelihood of the signals intersection point. The triangulation and least square approximation method are then implemented to estimate the emitter positions. Finally the performance of the system was tested with various SNR and estimates emitter locations. The results were compared with the true emitter locations in order to determine the percentage of errors in the estimation.

vi ABSTRAK Radio Arah Mencari (RDF) merujuk kepada pengukuran arah isyarat yang dipancarkan. RDF digunakan dalam sistem perisikan tentera, sistem keselamatan awam, navigasi kapal dan kapal terbang. Lokasi pemancar boleh dianggarkan berdasarkan parameter diukur, iaitu sudut ketibaan (AOA), masa ketibaan (TOA) atau perbezaan masa ketibaan (TDOA). Dalam projek ini, pengaturan persegi empat penerima yang berjarak 5 km dari pusat itu dipertimbangkan. Konfigurasi ditentukan untuk mewujudkan garis penglihatan (LOS) dan meminimumkan kerugian. Parameter pengukuran dipatuhi pada setiap stesen penerima secara bebas. Terdapat dua kaedah utama untuk menentukan lokasi pemancar: teknik satu langkah kedudukan (pemprosesan berpusat) dan teknik kedudukan dua langkah (pemprosesan diagihkan). Dalam projek ini, teknik kedudukan satu - langkah atau kaedah langsung dianggap. Kaedah ini memerlukan dua dimensi carian yang mengambil kelebihan daripada andaian pembiakan mudah, yang biasanya digunakan untuk isyarat frekuensi radio (RF). Anggaran kedudukan langsung yang digunakan untuk menganggarkan sudut dari semua unit menerima dan lokasi pemancar, adalah berdasarkan kebolehjadian maksimum bagi titik isyarat persimpangan. The triangulasi kaedah dan kurangnya Penghampiran kuasa tersebut dilaksanakan untuk menganggar kedudukan pemancar. Akhirnya prestasi sistem yang telah diuji dengan pelbagai lokasi pemancar SNR dan anggaran. Keputusan yang diperolehi dibandingkan dengan lokasi pemancar benar untuk menentukan peratusan kesilapan dalam anggaran.