BORANG PENGESAHAN STATUS TESIS

Size: px
Start display at page:

Download "BORANG PENGESAHAN STATUS TESIS"

Transcription

1 UNIVERSITI TEKNOLOGI MALAYSIA PSZ 19:16 (Pind. 1/97) BORANG PENGESAHAN STATUS TESIS JUDUL: STUDIES ON PRINCIPAL COMPONENTS ANALYSIS AND ITS APPLICATION IN MULTIVARIATE DATA SESI PENGAJIAN: 2005/2006 Saya WONG SOON MING (HURUF BESAR) mengaku membenarkan tesis (PSM/ SARJANA/Doktor Falsafah)* ini disimpan di Perpustakaan Universiti Teknologi Malaysia dengan syarat-syarat kegunaan seperti berikut: 1. Tesis adalah hakmilik Universiti Teknologi Malaysia. 2. Perpustakaan Universiti Teknologi Malaysia dibenarkan membuat salinan untuk tujuan pengajian sahaja. 3. Perpustakaan dibenarkan membuat salinan tesis ini sebagai bahan pertukaran antara institusi pengajian tinggi. 4. **Sila tandakan ( 4 ) SULIT TERHAD (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) TIDAK TERHAD Disahkan oleh (TANDATANGAN PENULIS) (TANDATANGAN PENYELIA) Alamat Tetap: No. 54, Lane 10 Taman Rejang, Sibu, Sarawak. Pn. Siti Roslindar Yaziz Nama Penyelia Tarikh: 28 April 2006 Tarikh: 28 April 2006 CATATAN: * Potong yang tidak berkenaan. ** Jika tesis ini SULIT atau TERHAD, sila lampirkan surat daripada pihak berkuasa/organisasi berkenaan dengan menyatakan sekali sebab dan tempoh tesis ini perlu dikelaskan sebagai SULIT atau TERHAD. Tesis dimaksudkan sebagai tesis bagi Ijazah Doktor Falsafah dan Sarjana secara penyelidikan, atau disertasi bagi pengajian secara kerja kursus dan penyelidikan, atau Laporan Projek Sarjana Muda (PSM).

2

3 STUDIES ON PRINCIPAL COMPONENTS ANALYSIS AND ITS APPLICATION IN MULTIVARIATE DATA WONG SOON MING A thesis submitted in fulfilment of the requirements for the award of the degree of Bachelor of Science and Education (Mathematics) Faculty of Science Universiti Teknologi Malaysia APRIL 2006

4 ii

5 iii To The LORD Jesus, whose grace and mercy is unfailing. My family, who loved me as who I am.

6 iv ACKNOWLEDGEMENT My greatest gratitude goes out to my supervisor and mentor, Pn Siti Roslindar Yaziz, for the invaluable advice, guidance and support given to me throughout the progress of this project. I also want to take this opportunity to thank my entire dearest friends and my housemates, Dolly Sii Tien Ching, Annie Su Fung and Lau Ching Kou who always support me and provide me with helpful suggestions in completing this project. My appreciation also goes out to proof readers, Ong Lai Mun and Tang See Guan. In addition, I would like to acknowledge my family support, encouragement and care. If not for their sacrifice and understanding, I would not be able to pursue this degree wholeheartedly. Last but not least, I would like to thank all those who are involved directly or indirectly in helping me to complete this project. THANK YOU.

7 v ABSTRACT Multivariate statistics is an extension of univariate and bivariate statistics. It is one of the statistical technique developed to analyze two or more variables simultaneously. Principal component analysis (PCA) is one of the techniques of multivariate statistics to analyse data. Fundamentally, PCA is a method to reduce the large numbers of original input variables of a generic system examined to a smaller number of variables in principal components form, that is a linear combination set of original variables. PCA can be performed by using either a covariance matrix or correlation matrix. For the purpose of this study, PCA is being applied to a data in social science regarding Malaysian Quality of Life ( ). The analysis of data is done manually using a statistical software SPSS (Statistical Package for the Social Science) version Number of principal components need to be extracted is determined by eigenvalue or scree plot. In this study, PC1 and PC2 are extracted from eleven variables and those two principal components account for % of the total variances, a great deal of the total variances in the original variables. Therefore, these two principal components are good representations of the original data with little lost of information.

8 vi ABSTRAK Analisis multivariat adalah perlanjutan daripada statistik univariat dan bivariat. Ia merupakan antara kaedah statistik yang menganalisis dua atau lebih pembolehubah secara serentak. Analisis komponen utama (PCA) merupakan antara teknik statistik multivariat untuk penganalisisan data. PCA memberikan kaedah mengurangkan satu set pembolehubah asal yang besar dalam suatu sistem yang dikaji kepada satu set pembolehubah yang kecil dalam bentuk komponen utama, iaitu gabungan linear set pembolehubah asal. Untuk kajian ini, PCA telah diaplikasikan ke atas satu set data Kualiti Hidup Malaysia ( ). Data kajian dianalisis menggunakan perisian computer SPSS (Statistical Package for the Social Science) versi Dua komponen utama yang diperoleh dapat memberi jumlah variasi yang tinggi, iaitu sebanyak % daripada pembolehubah asal. Oleh itu, kedua-dua komponen utama yang diperoleh dapat mewakili set pembolehubah asal dengan kehilangan maklumat sekecil mungkin.

9 vii TABLE OF CONTENTS CHAPTER TITLE PAGE TITLE DECLARATION DEDICATION ACKNOWLEDGEMENT ABSTRACT ABSTRAK TABLE OF CONTENTS LIST OF TABLES LIST OF FIGURES LIST OF SYMBOLS i ii iii iv v vi vii x xi xii 1.0 INTRODUCTION 1.1 Introduction Objectives Scope of Study Outline 5

10 viii 2.0 LITERATURE REVIEW INTRODUCTION OF PCA 3.1 Introduction of PCA Basic Concepts on PCA Assumptions Test of Significance Fundamental Theories on PCA PCA on Covariance Matrix PCA on Correlation Matrix Determining the Number of Principal Components Eigenvalue and Eigenvector Correlation Coefficients Data St andardization Example of Calculation Correlation Matrix Eigenvalue and Eigenvector on Correlation Matrix Eigenvalue Eigenvector Matrix A Principal Components Correlation Coefficients Conclusion DATA ANALYSIS USING PCA 4.1 Description About Data of Study Analyze Data Using SPSS Introduction of SPSS Data Analysis Using SPSS Results and Discussions 74

11 ix Correlation Matrix Total Variance Explained The Scree Plot Component Matrix Component Score Coefficients Matrix CONCLUSION AND RECOMMENDATIONS 5.1 Conclusion Recommendations 85 REFERENCES 86

12 x LIST OF TABLES TABLE NO TITLE PAGE 3.1 English and Greek Teachers Components of the Malaysian Quality of Life Composite Index and Indices by Area ( ) Reference Index Table SPSS Output on Correlation Matrix SPSS Output on Total Variance Explained SPSS Output on Component Matrix SPSS Output on Component Score Coefficient Matrix 80

13 xi LIST OF FIGURES FIGURES NO. TITLE PAGE 4.1 SPSS Data Editor Window SPSS Variable View Cell SPSS Data View Cell SPSS Factor Analysis Cell SPSS Variable List Checkbox SPSS Descriptives Checkbox SPSS Extraction Checkbox SPSS Rotation Checkbox SPSS Factor Scores Checkbox SPSS Data Output Window Scree Plot on Eigenvalues 77

14 xii LIST OF SYMBOLS a - Eigenvector Α - Eigenvector matrix Α - Transpose of matrix Α P - Number of original variable X - Original variable Y - Principal component Ι - Identity matrix λ - Eigen values σ - Variance of original variable n - Number of data 2 r x - Correlation x with x r xy - Correlation x with y r yx - Correlation y with x 2 r y - Correlation y with y R - Correlation matrix s - Standard deviation of original variable 2 s x - Variance for x 2 s y - Variance for y s xy - Covariance x and y s yx - Covariance y and x

15 xiii S - Covariance matrix X - Mean for X Z - Value for new data Λ - Diagonal matrix l - Loading r - Correlation coefficient

16 CHAPTER 1 INTRODUCTION 1.1 Introduction on Multivariate Statistics Multivariate statistics is an extension of univariate and bivariate statistics. Multivariate statistics is the complete or general case, while univariate and bivariate statistics are some special cases of the multivariate model. As the name implies, multivariate statistics refers to an assortment of descriptive and inferential techniques or a set of increasingly popular statistical techniques that are useful for analyzing more complicated data that have been developed to handle situations where sets of variables are involved either as predictors or as measures of performance. They provide a system for analysis under conditions in which there may be several independent variables and many dependent variables all correlated with one another to varying degrees.

17 2 Multivariate analyses are often concerned with finding relationship among the response variables, the experimental units, or both response variables and experimental units. Multivariate refers to data with many variables while multivariable refers to a system that varies in many ways. To begin discussion of multivariate data analysis methods, the concept of an experimental unit must be defined. An experimental unit is any object or item that can be measured or evaluated in some way. Measuring and evaluating experimental units are principal activities of most researchers. Examples of experimental units include people, animals, insects, fields, plots of land, companies and countries. Multivariate data resulted whenever a researcher measures or evaluates more than one attribute or characteristic of each experimental unit. These attributes or characteristics are usually called variables by statisticians. Variables are roughly dichotomized into two major types: Independent and dependent. Independent variables are the differing conditions (treatments) to which we expose our subjects, or characteristics (tall or short) the subjects themselves bring into the research situation. Independent variables are usually considered either predictor or causal variables because they predict or cause the dependent variables. Independent variables and dependent variables are defined within a research context; dependent variables in one research setting may be independent variables in another. Additional term for independent variables and dependent variables are predictor-criterion, stimulus-response, task-performance, or simply input-output. With multivariate statistics, multiple dependent and multiple independent variables are simultaneously analyzed. There are various multivariate methods that could be used to simplify and reduce the complexity of the problem. Theoretical and practical reasons are put into

18 3 due consideration when applying the various multivariate methods. Theoretically, the purpose of using multivariate methods is to reduce the dimension number, even at the expense of sacrificing some information or getting rid of number of nuisance parameters. However, on the practical side, multivariate methods are used to reduce the number of variables in order to save computational effort. It is also to avoid variables which are expensive to observe or those that involve a lot of delay in measurement, provided that nothing serious is lost for the purpose of the inquiry. A fundamental distinction that can be made between multivariate methods is that some methods are classified as variable-directed techniques, while others are classified as individual-directed techniques. Variable-directed techniques are those that are primarily concerned with relationships that might exist among the response variables being measured. Some examples of this type of technique are principal components analysis, factor analysis, regression analysis and canonical correlation analysis. Individual-directed techniques are those that are primarily concerned with relationships that might exist among the experimental units and/or individuals being measured. Some examples of this type of technique are discriminant analysis, cluster analysis, and multivariate analysis of variance (MANOVA). The new variables derived from the original ones by PCA are simply linear combinations of the original variables. PCA can be performed on either a sample covariance matrix or correlation matrix. The type of matrix used depends on the variables being measured.

19 4 1.2 Objectives The first objective is to study and understand the PCA in dimensionality reduction of variables by the extraction of the combination of variables (principal components) that explain the greatest amount of the total variance. The second objective is to apply PCA in multivariate social science data. In this study, Components of Malaysian Quality of Life adapted from the Economic Planning Unit, Department of Statistics, Malaysia is used as the multivariate social science data. The third objective of this report is to study and to use the Statistical Package for the Social Science (SPSS) computing system for the extraction of principal components. 1.3 Scope of Study This study will focus on one of the variable-directed techniques, Principal Component Analysis (PCA). PCA is applied to data in social science regarding Components of the Malaysian Quality of Life ( ). Study is done on correlation matrix, eigenvalues, eigenvectors, correlation coefficients and methods in deterimining number of principal components to be retained. Test of normality and null PCA is solved using SPSS computing system. The SPSS output will be analyzed.

MATERIAL SELECTION IN MECHANICAL DESIGN OF CAR BUMPER NURUL AZWAN BIN ADNAN BACHELOR OF ENGINEERING UNIVERSITI MALAYSIA PAHANG

MATERIAL SELECTION IN MECHANICAL DESIGN OF CAR BUMPER NURUL AZWAN BIN ADNAN BACHELOR OF ENGINEERING UNIVERSITI MALAYSIA PAHANG MATERIAL SELECTION IN MECHANICAL DESIGN OF CAR BUMPER NURUL AZWAN BIN ADNAN BACHELOR OF ENGINEERING UNIVERSITI MALAYSIA PAHANG 50 mm Nurul Azwan Bin Adnan B. Eng. (Mech.) 2009 UMP 50 mm (20 gold-coloured

More information

LEAK DETECTION IN PIPELINES USING WAVELET AND CEPSTRUM ANALYSIS ABDUL KADIR BIN SAMTA

LEAK DETECTION IN PIPELINES USING WAVELET AND CEPSTRUM ANALYSIS ABDUL KADIR BIN SAMTA LEAK DETECTION IN PIPELINES USING WAVELET AND CEPSTRUM ANALYSIS ABDUL KADIR BIN SAMTA Report submitted in partial fulfillment of requirements for award of the Degree of Bachelor of Mechanical Engineering

More information

Uncertainty Evaluation for the Measurement of Gauge Block by Micrometer.

Uncertainty Evaluation for the Measurement of Gauge Block by Micrometer. UNIVERSITI TEKNIKAL MALAYSIA MELAKA Uncertainty Evaluation for the Measurement of Gauge Block by Micrometer. Thesis submitted in accordance with the requirements of the Universiti Teknikal Malaysia Melaka

More information

Engineering FINAL YEAR PROJECT FACULTY OF ENGINEERING KNS 4222 EFFECT OF FINE CONTENT ON SHEAR STRENGTH OF SAND. Name : Kho Joo Tiong

Engineering FINAL YEAR PROJECT FACULTY OF ENGINEERING KNS 4222 EFFECT OF FINE CONTENT ON SHEAR STRENGTH OF SAND. Name : Kho Joo Tiong Engineering FINAL YEAR PROJECT FACULTY OF ENGINEERING KNS 4222 EFFECT OF FINE CONTENT ON SHEAR STRENGTH OF SAND Name : Kho Joo Tiong Matrics No. : 6670 Bachelor of Engineering with Honour (Civil engineering)

More information

CHANGE DETECTION ON KLANG AREA USING LANDSAT 5-TM DATA NURAMALINA BINTI MAT SERAH UNIVERSITI TEKNIKAL MALAYSIA MELAKA

CHANGE DETECTION ON KLANG AREA USING LANDSAT 5-TM DATA NURAMALINA BINTI MAT SERAH UNIVERSITI TEKNIKAL MALAYSIA MELAKA CHANGE DETECTION ON KLANG AREA USING LANDSAT 5-TM DATA NURAMALINA BINTI MAT SERAH UNIVERSITI TEKNIKAL MALAYSIA MELAKA BORANG PENGESAHAN STATUS TESIS* JUDUL : SESI PENGAJIAN : 2011 _/ 2012 _ Saya CHANGE

More information

SECONDARY BENDING MOMENT OF TRAPEZOID WEB BEAM UNDER SHEAR LOADING FONG SHIAU WEEN

SECONDARY BENDING MOMENT OF TRAPEZOID WEB BEAM UNDER SHEAR LOADING FONG SHIAU WEEN ii SECONDARY BENDING MOMENT OF TRAPEZOID WEB BEAM UNDER SHEAR LOADING FONG SHIAU WEEN A project report submitted in partial fulfillment of the requirements for the award of the degree of Master of Engineering

More information

UNIVERSITI TEKNOLOGI MALAYSIA

UNIVERSITI TEKNOLOGI MALAYSIA Lampiran 20 UNIVERSITI TEKNOLOGI MALAYSIA UTM/RMC/F/0024 (1998) BORANG PENGESAHAN LAPORAN AKHIR PENYELIDIKAN TAJUK PROJEK : CONJUGACY AND ORDER CLASSES OF 2-GENERATOR p-group OF NILPOTENCY CLASS 2 Saya

More information

II I, II li li I! lil II! Mil II i; ii ;: 3 OOOO /. 7

II I, II li li I! lil II! Mil II i; ii ;: 3 OOOO /. 7 PER PUS 7 AKAAfJ KUi T T HO II I, II li li I! lil II! Mil II i; ii ;: 3 OOOO 0010255/. 7 KOLEJ UNIVERSm TEKNOLOGI TUN HUSSEIN ONN BORANG PENGESAHAN STATUS TESIS* JUDUL: ROBUST POWER SYSTEM STABILISER DESIGN

More information

A WIDEBAND OMNIDIRECTIONAL PLANAR MICROSTRIP ANTENNA FOR WLAN APPLICATION USING GRAPHENE MOHD REDZUAN BIN SHAKIL AHMAD

A WIDEBAND OMNIDIRECTIONAL PLANAR MICROSTRIP ANTENNA FOR WLAN APPLICATION USING GRAPHENE MOHD REDZUAN BIN SHAKIL AHMAD A WIDEBAND OMNIDIRECTIONAL PLANAR MICROSTRIP ANTENNA FOR WLAN APPLICATION USING GRAPHENE MOHD REDZUAN BIN SHAKIL AHMAD This Report Is Submitted In Fulfilment of Requirement for the Bachelor Degree of Electronic

More information

Faculty of Electronic and Computer Engineering Universiti Teknikal Malaysia Melaka

Faculty of Electronic and Computer Engineering Universiti Teknikal Malaysia Melaka VELOCITY MEASUREMENT OF FLOWING OBJECT USING INFRARED SENSOR NURUL FAZLIYANI BINTI RUSLI This report is submitted in partial fulfillment of the requirements for the award of Bachelor of Electronic Engineering

More information

BORANG PENGESAHAN STATUS TESIS υ

BORANG PENGESAHAN STATUS TESIS υ UNIVERSITI TEKNOLOGI MALAYSIA PSZ 19:16 (Pind. 1/97) BORANG PENGESAHAN STATUS TESIS υ JUDUL : JAR TEST: ONE-FACTOR-AT A-TIME VERSUS RESPONSE SURFACE DESIGN SESI PENGAJIAN: 2005/2006 Saya ALBRAHAM ENGGONG

More information

EXTREME RAINFALL PATTERNS FOR SG. SARAWAK AND SAMARAHAN RIVER BASINS

EXTREME RAINFALL PATTERNS FOR SG. SARAWAK AND SAMARAHAN RIVER BASINS EXTREME RAINFALL PATTERNS FOR SG. SARAWAK AND SAMARAHAN RIVER BASINS Wan Faizurah Binti Wan Ahmad Bachelor of Engineering with Honours (Civil Engineering) 2009 UNIVERSITI MALAYSIA SARAWAK BORANG PENGESAHAN

More information

UNIVERSITI TEKNIKAL MALAYSIA MELAKA

UNIVERSITI TEKNIKAL MALAYSIA MELAKA UNIVERSITI TEKNIKAL MALAYSIA MELAKA DESIGN AND DEVELOPMENT OF PIEZOELECTRIC ENERGY HARVESTING SYSTEM ON THE STREET LIGHT This report submitted in accordance with requirement of the Universiti Teknikal

More information

ULTRASONIC PULSE VELOCITY (UPV) TEST ON CONCRETE UNDER CO:MPRESSION: A STUDY ON EFFECT OF ASPECT RATIO

ULTRASONIC PULSE VELOCITY (UPV) TEST ON CONCRETE UNDER CO:MPRESSION: A STUDY ON EFFECT OF ASPECT RATIO ULTRASONIC PULSE VELOCITY (UPV) TEST ON CONCRETE UNDER CO:MPRESSION: A STUDY ON EFFECT OF ASPECT RATIO Chai Peng How Bachelor of Engineering with Honours TA (Civil Engineering) 418.9 2005 C434 2005 UNlVERSITI

More information

D E S P AND DEVELOPMENT OF AN SAGA COMPLIANT MAGNETIC OBSERVATORY

D E S P AND DEVELOPMENT OF AN SAGA COMPLIANT MAGNETIC OBSERVATORY D E S P AND DEVELOPMENT OF AN SAGA COMPLIANT MAGNETIC OBSERVATORY mohd mm m omm LINIVERS'T! YUfi HUSSEiN OHN MALAYSIA PERPUSTAKAAN UTHM ^30000002103496* UNIVERSITI TUN HUSSEIN ONN MALAYSIA BORANG PENGESAHAN

More information

EVALUATION OF FUSION SCORE FOR FACE VERIFICATION SYSTEM REZA ARFA

EVALUATION OF FUSION SCORE FOR FACE VERIFICATION SYSTEM REZA ARFA EVALUATION OF FUSION SCORE FOR FACE VERIFICATION SYSTEM REZA ARFA A thesis submitted in fulfilment of the requirements for the award of the degree of Master of Engineering (Electrical) Faculty of Electrical

More information

A COMPUTATIONAL FLUID DYNAMIC FRAMEWORK FOR MODELING AND SIMULATION OF PROTON EXCHANGE MEMBRANE FUEL CELL HAMID KAZEMI ESFEH

A COMPUTATIONAL FLUID DYNAMIC FRAMEWORK FOR MODELING AND SIMULATION OF PROTON EXCHANGE MEMBRANE FUEL CELL HAMID KAZEMI ESFEH A COMPUTATIONAL FLUID DYNAMIC FRAMEWORK FOR MODELING AND SIMULATION OF PROTON EXCHANGE MEMBRANE FUEL CELL HAMID KAZEMI ESFEH A thesis submitted in fulfilment of the requirements for the award ofthe degree

More information

1111 IIIII;lrrnlrlJir!WIlli' " "

1111 IIIII;lrrnlrlJir!WIlli'  1111 IIIII;lrrnlrlJir!WIlli' 111111 "30000002103398" SIMULATION OF PAVEMENT DEFORMATIONS FOR DIFFERENT APPROACH SLABS CONCEPT CONSTRUCTED ON BATU PAHAT SOFT CLAY (BPSC) MOHD NAZRIN MOHD DAUD This dissertation

More information

UNIVERSITI TEKNIKAL MALAYSIA MELAKA

UNIVERSITI TEKNIKAL MALAYSIA MELAKA UNIVERSITI TEKNIKAL MALAYSIA MELAKA STUDY OF EPOXY RESIN BONDING PROCESS OF ALUMINUM ALLOY : CHEMICAL PICKLING PROCESS (HYDROCHLORIC ACID) This report submitted in accordance with the requirements of the

More information

EMPIRICAL STRENQTH ENVELOPE FOR SHALE NUR 'AIN BINTI MAT YUSOF

EMPIRICAL STRENQTH ENVELOPE FOR SHALE NUR 'AIN BINTI MAT YUSOF EMPIRICAL STRENQTH ENVELOPE FOR SHALE NUR 'AIN BINTI MAT YUSOF A project report submitted in partial fulfilment oftbe requirements for the award ofthe degree of Master ofengineering (Geotechnics) Faculty

More information

BORANG PENGESAHAN STATUS TESIS

BORANG PENGESAHAN STATUS TESIS 1 PSZ 19:16 (Pind. 1/97) UNIVERSITI TEKNOLOGI MALAYSIA BORANG PENGESAHAN STATUS TESIS JUDUL: UPLIFT CAPACITY OF ENLARGED BASE PILE IN SAND SESI PENGAJIAN: 25/26 Saya TIEO GEE HWU (HURUF BESAR) mengaku

More information

COVRE OPTIMIZATION FOR IMAGE STEGANOGRAPHY BY USING IMAGE FEATURES ZAID NIDHAL KHUDHAIR

COVRE OPTIMIZATION FOR IMAGE STEGANOGRAPHY BY USING IMAGE FEATURES ZAID NIDHAL KHUDHAIR COVRE OPTIMIZATION FOR IMAGE STEGANOGRAPHY BY USING IMAGE FEATURES ZAID NIDHAL KHUDHAIR A dissertation submitted in partial fulfillment of the requirements for the award of the degree of Master of Science

More information

SYSTEM IDENTIFICATION MODEL AND PREDICTIVE FUNCTIONAL CONTROL OF AN ELECTRO-HYDRAULIC ACTUATOR SYSTEM NOOR HANIS IZZUDDIN BIN MAT LAZIM

SYSTEM IDENTIFICATION MODEL AND PREDICTIVE FUNCTIONAL CONTROL OF AN ELECTRO-HYDRAULIC ACTUATOR SYSTEM NOOR HANIS IZZUDDIN BIN MAT LAZIM iii SYSTEM IDENTIFICATION MODEL AND PREDICTIVE FUNCTIONAL CONTROL OF AN ELECTRO-HYDRAULIC ACTUATOR SYSTEM NOOR HANIS IZZUDDIN BIN MAT LAZIM A project report submitted in fulfilment of the requirements

More information

UNIVERSITI TUN HUSSEIN ONN MALAYSIA BORANG PENGESAHAN STATUS TESIS SESI PENGAJIAN: 2005/2007

UNIVERSITI TUN HUSSEIN ONN MALAYSIA BORANG PENGESAHAN STATUS TESIS SESI PENGAJIAN: 2005/2007 UNIVERSITI TUN HUSSEIN ONN MALAYSIA BORANG PENGESAHAN STATUS TESIS JUDUL: Numerical Simulation of Jet Impingement on a Smooth Concave Surface SESI PENGAJIAN: 2005/2007 Saya SUZAIRIN BIN MD SERI (770520-01-7385)

More information

1IIIIIIIiillll!lllIi!llIiilll!illliIIIlIIIJIIIIJIIIIII:::iIJIIII illir

1IIIIIIIiillll!lllIi!llIiilll!illliIIIlIIIJIIIIJIIIIII:::iIJIIII illir PERPUSTAKAAN UTHM 1IIIIIIIiillll!lllIi!llIiilll!illliIIIlIIIJIIIIJIIIIII:::iIJIIII illir '30000001883498' KOLEJ UNIVERSITI TEKNOLOGI TUN HUSSEIN ONN BORANG PENGESAHAN STATUS TESIS JUDUL: FORENSIC STUDY

More information

DETECTION OF STRUCTURAL DEFORMATION FROM 3D POINT CLOUDS JONATHAN NYOKA CHIVATSI UNIVERSITI TEKNOLOGI MALAYSIA

DETECTION OF STRUCTURAL DEFORMATION FROM 3D POINT CLOUDS JONATHAN NYOKA CHIVATSI UNIVERSITI TEKNOLOGI MALAYSIA DETECTION OF STRUCTURAL DEFORMATION FROM 3D POINT CLOUDS JONATHAN NYOKA CHIVATSI UNIVERSITI TEKNOLOGI MALAYSIA DETECTION OF STRUCTURAL DEFORMATION FROM 3D POINT CLOUDS JONATHAN NYOKA CHIVATSI A project

More information

A STUDY ON THE CHARACTERISTICS OF RAINFALL DATA AND ITS PARAMETER ESTIMATES JAYANTI A/P ARUMUGAM UNIVERSITI TEKNOLOGI MALAYSIA

A STUDY ON THE CHARACTERISTICS OF RAINFALL DATA AND ITS PARAMETER ESTIMATES JAYANTI A/P ARUMUGAM UNIVERSITI TEKNOLOGI MALAYSIA A STUDY ON THE CHARACTERISTICS OF RAINFALL DATA AND ITS PARAMETER ESTIMATES JAYANTI A/P ARUMUGAM UNIVERSITI TEKNOLOGI MALAYSIA A STUDY ON THE CHARACTERISTICS OF RAINFALL DATA AND ITS PARAMETER ESTIMATES

More information

EFFECT OF GRAPHENE OXIDE (GO) IN IMPROVING THE PERFORMANCE OF HIGH VOLTAGE INSULATOR NUR FARAH AIN BINTI ISA UNIVERSITI TEKNOLOGI MALAYSIA

EFFECT OF GRAPHENE OXIDE (GO) IN IMPROVING THE PERFORMANCE OF HIGH VOLTAGE INSULATOR NUR FARAH AIN BINTI ISA UNIVERSITI TEKNOLOGI MALAYSIA 1 EFFECT OF GRAPHENE OXIDE (GO) IN IMPROVING THE PERFORMANCE OF HIGH VOLTAGE INSULATOR NUR FARAH AIN BINTI ISA UNIVERSITI TEKNOLOGI MALAYSIA EFFECT OF GRAPHENE OXIDE (GO) IN IMPROVING THE PERFORMANCE OF

More information

COMMUTATIVITY DEGREES AND RELATED INVARIANTS OF SOME FINITE NILPOTENT GROUPS FADILA NORMAHIA BINTI ABD MANAF UNIVERSITI TEKNOLOGI MALAYSIA

COMMUTATIVITY DEGREES AND RELATED INVARIANTS OF SOME FINITE NILPOTENT GROUPS FADILA NORMAHIA BINTI ABD MANAF UNIVERSITI TEKNOLOGI MALAYSIA COMMUTATIVITY DEGREES AND RELATED INVARIANTS OF SOME FINITE NILPOTENT GROUPS FADILA NORMAHIA BINTI ABD MANAF UNIVERSITI TEKNOLOGI MALAYSIA COMMUTATIVITY DEGREES AND RELATED INVARIANTS OF SOME FINITE NILPOTENT

More information

SOLAR RADIATION EQUATION OF TIME PUNITHA A/P MARIMUTHOO

SOLAR RADIATION EQUATION OF TIME PUNITHA A/P MARIMUTHOO SOLAR RADIATION EQUATION OF TIME PUNITHA A/P MARIMUTHOO A THESIS SUBMITTED IN PARTIAL FULFILMENT OF THE REQUIREMENTS FOR THE AWARD OF THE DEGREE OF BACHELOR OF SCIENCE AND COMPUTER WITH EDUACATION (PHYSICS)

More information

DEVELOPMENT OF PROCESS-BASED ENTROPY MEASUREMENT FRAMEWORK FOR ORGANIZATIONS MAHMOOD OLYAIY

DEVELOPMENT OF PROCESS-BASED ENTROPY MEASUREMENT FRAMEWORK FOR ORGANIZATIONS MAHMOOD OLYAIY DEVELOPMENT OF PROCESS-BASED ENTROPY MEASUREMENT FRAMEWORK FOR ORGANIZATIONS MAHMOOD OLYAIY A thesis submitted in fulfilment of the requirements for the award of the degree of Doctor of Philosophy (Management)

More information

THE DETERMINATION OF SHEAR PROPERTIES OF BRITTLE MATERIALS USING ARCAN TEST METHOD FAHIS BIN TUMIN

THE DETERMINATION OF SHEAR PROPERTIES OF BRITTLE MATERIALS USING ARCAN TEST METHOD FAHIS BIN TUMIN THE DETERMINATION OF SHEAR PROPERTIES OF BRITTLE MATERIALS USING ARCAN TEST METHOD FAHIS BIN TUMIN UNIVERSITI TEKNOLOGI MALAYSIA PSZ 19:16 (Pind. 1/97) UNIVERSITI TEKNOLOGI MALAYSIA BORANG PENGESAHAN STATUS

More information

MONTE CARLO SIMULATION OF NEUTRON RADIOGRAPHY 2 (NUR-2) SYSTEM AT TRIGA MARK II RESEARCH REACTOR OF MALAYSIAN NUCLEAR AGENCY

MONTE CARLO SIMULATION OF NEUTRON RADIOGRAPHY 2 (NUR-2) SYSTEM AT TRIGA MARK II RESEARCH REACTOR OF MALAYSIAN NUCLEAR AGENCY MONTE CARLO SIMULATION OF NEUTRON RADIOGRAPHY 2 (NUR-2) SYSTEM AT TRIGA MARK II RESEARCH REACTOR OF MALAYSIAN NUCLEAR AGENCY MASITAH BINTI OTHMAN UNIVERSITI TEKNOLOGI MALAYSIA MONTE CARLO SIMULATION OF

More information

PRODUCTION OF POLYHYDROXYALKANATE (PHA) FROM WASTE COOKING OIL USING PSEUDOMONAS OLEOVORANS FARZANEH SABBAGH MOJAVERYAZDI

PRODUCTION OF POLYHYDROXYALKANATE (PHA) FROM WASTE COOKING OIL USING PSEUDOMONAS OLEOVORANS FARZANEH SABBAGH MOJAVERYAZDI ii PRODUCTION OF POLYHYDROXYALKANATE (PHA) FROM WASTE COOKING OIL USING PSEUDOMONAS OLEOVORANS FARZANEH SABBAGH MOJAVERYAZDI A dissertation report submitted in partial fulfilment of the requirements for

More information

THE DEVELOPMENT OF PORTABLE SENSOR TO DETERMINE THE FRESHNESS AND QUALITY OF FRUITS USING CAPACITIVE TECHNIQUE LAI KAI LING

THE DEVELOPMENT OF PORTABLE SENSOR TO DETERMINE THE FRESHNESS AND QUALITY OF FRUITS USING CAPACITIVE TECHNIQUE LAI KAI LING i THE DEVELOPMENT OF PORTABLE SENSOR TO DETERMINE THE FRESHNESS AND QUALITY OF FRUITS USING CAPACITIVE TECHNIQUE LAI KAI LING A report submitted in partial fulfillment of the requirements for the award

More information

FLOOD MAPPING OF NORTHERN PENINSULAR MALAYSIA USING SAR IMAGES HAFSAT SALEH DUTSENWAI

FLOOD MAPPING OF NORTHERN PENINSULAR MALAYSIA USING SAR IMAGES HAFSAT SALEH DUTSENWAI FLOOD MAPPING OF NORTHERN PENINSULAR MALAYSIA USING SAR IMAGES HAFSAT SALEH DUTSENWAI A project report submitted in partial fulfilment of the Requirements for the award of Master of Science degree in Remote

More information

ULTIMATE STRENGTH ANALYSIS OF SHIPS PLATE DUE TO CORROSION ZULFAQIH BIN LAZIM

ULTIMATE STRENGTH ANALYSIS OF SHIPS PLATE DUE TO CORROSION ZULFAQIH BIN LAZIM i ULTIMATE STRENGTH ANALYSIS OF SHIPS PLATE DUE TO CORROSION ZULFAQIH BIN LAZIM A project report submitted in partial fulfillment of the requirement for the award of the degree of Master of Engineering

More information

DEVELOPMENT OF GEODETIC DEFORMATION ANALYSIS SOFTWARE BASED ON ITERATIVE WEIGHTED SIMILARITY TRANSFORMATION TECHNIQUE ABDALLATEF A. M.

DEVELOPMENT OF GEODETIC DEFORMATION ANALYSIS SOFTWARE BASED ON ITERATIVE WEIGHTED SIMILARITY TRANSFORMATION TECHNIQUE ABDALLATEF A. M. ii DEVELOPMENT OF GEODETIC DEFORMATION ANALYSIS SOFTWARE BASED ON ITERATIVE WEIGHTED SIMILARITY TRANSFORMATION TECHNIQUE ABDALLATEF A. M. MOHAMED A thesis submitted in partial fulfillment of the requirements

More information

WIND TUNNEL TEST TO INVESTIGATE TRANSITION TO TURBULENCE ON WIND TURBINE AIRFOIL MAHDI HOZHABRI NAMIN UNIVERSITI TEKNOLOGI MALAYSIA

WIND TUNNEL TEST TO INVESTIGATE TRANSITION TO TURBULENCE ON WIND TURBINE AIRFOIL MAHDI HOZHABRI NAMIN UNIVERSITI TEKNOLOGI MALAYSIA WIND TUNNEL TEST TO INVESTIGATE TRANSITION TO TURBULENCE ON WIND TURBINE AIRFOIL MAHDI HOZHABRI NAMIN UNIVERSITI TEKNOLOGI MALAYSIA WIND TUNNEL TEST TO INVESTIGATE TRANSITION TO TURBULENCE ON WIND TURBINE

More information

ROOFTOP MAPPING AND INFORMATION SYSTEM FOR RAINWATER HARVESTING SURAYA BINTI SAMSUDIN UNIVERSITI TEKNOLOGI MALAYSIA

ROOFTOP MAPPING AND INFORMATION SYSTEM FOR RAINWATER HARVESTING SURAYA BINTI SAMSUDIN UNIVERSITI TEKNOLOGI MALAYSIA ROOFTOP MAPPING AND INFORMATION SYSTEM FOR RAINWATER HARVESTING SURAYA BINTI SAMSUDIN UNIVERSITI TEKNOLOGI MALAYSIA ROOFTOP MAPPING AND INFORMATION SYSTEM FOR RAINWATER HARVESTING SURAYA BINTI SAMSUDIN

More information

STABILITY AND SIMULATION OF A STANDING WAVE IN POROUS MEDIA LAU SIEW CHING UNIVERSTI TEKNOLOGI MALAYSIA

STABILITY AND SIMULATION OF A STANDING WAVE IN POROUS MEDIA LAU SIEW CHING UNIVERSTI TEKNOLOGI MALAYSIA STABILITY AND SIMULATION OF A STANDING WAVE IN POROUS MEDIA LAU SIEW CHING UNIVERSTI TEKNOLOGI MALAYSIA I hereby certify that I have read this thesis and in my view, this thesis fulfills the requirement

More information

MODELING AND SIMULATION OF BILAYER GRAPHENE NANORIBBON FIELD EFFECT TRANSISTOR SEYED MAHDI MOUSAVI UNIVERSITI TEKNOLOGI MALAYSIA

MODELING AND SIMULATION OF BILAYER GRAPHENE NANORIBBON FIELD EFFECT TRANSISTOR SEYED MAHDI MOUSAVI UNIVERSITI TEKNOLOGI MALAYSIA MODELING AND SIMULATION OF BILAYER GRAPHENE NANORIBBON FIELD EFFECT TRANSISTOR SEYED MAHDI MOUSAVI UNIVERSITI TEKNOLOGI MALAYSIA MODELING AND SIMULATION OF BILAYER GRAPHENE NANORIBBON FIELD EFFECT TRANSISTOR

More information

DEGRADATION OF PHENOL BY A CATALYTIC OZONATION YOGESWARY A/P PALANIAPPAN

DEGRADATION OF PHENOL BY A CATALYTIC OZONATION YOGESWARY A/P PALANIAPPAN DEGRADATION OF PHENOL BY A CATALYTIC OZONATION YOGESWARY A/P PALANIAPPAN A thesis submitted in fulfilment of the requirements for the award of the degree of Master of Engineering (Chemical) Faculty of

More information

EFFECT OF ROCK MASS PROPERTIES ON SKIN FRICTION OF ROCK SOCKET. YUSLIZA BINTI ALIAS UNIVERSITI TEKNOLOGI MALAYSIA

EFFECT OF ROCK MASS PROPERTIES ON SKIN FRICTION OF ROCK SOCKET. YUSLIZA BINTI ALIAS UNIVERSITI TEKNOLOGI MALAYSIA EFFECT OF ROCK MASS PROPERTIES ON SKIN FRICTION OF ROCK SOCKET. YUSLIZA BINTI ALIAS UNIVERSITI TEKNOLOGI MALAYSIA EFFECT OF ROCK MASS PROPERTIES ON SKIN FRICTION OF ROCK SOCKET. YUSLIZA BINTI ALIAS A project

More information

UNIVERSITI PUTRA MALAYSIA

UNIVERSITI PUTRA MALAYSIA UNIVERSITI PUTRA MALAYSIA SOLUTIONS OF DIOPHANTINE EQUATION FOR PRIMES p, 2 p 13 SHAHRINA BT ISMAIL IPM 2011 10 SOLUTIONS OF DIOPHANTINE EQUATION FOR PRIMES, By SHAHRINA BT ISMAIL Thesis Submitted to the

More information

PERPUSTAKAAN KU; TTHO

PERPUSTAKAAN KU; TTHO PERPUSTAKAAN KU; TTHO 11111111111111111111111111111111111111111111111111111111111111111111111111111111 3 0000 00110182 7 PSZ 19: 16 (Pind. 1 97) UNIVERSITI TEKNOLOGI l\lala YSIA BORANG PENGESAHAN STATUS

More information

FRAGMENT REWEIGHTING IN LIGAND-BASED VIRTUAL SCREENING ALI AHMED ALFAKIABDALLA ABDELRAHIM

FRAGMENT REWEIGHTING IN LIGAND-BASED VIRTUAL SCREENING ALI AHMED ALFAKIABDALLA ABDELRAHIM i FRAGMENT REWEIGHTING IN LIGAND-BASED VIRTUAL SCREENING ALI AHMED ALFAKIABDALLA ABDELRAHIM A thesis submitted in fulfilment of the requirements for the award of the degree of Doctor of Philosophy (Computer

More information

ARTIFICIAL NEURAL NETWORK AND KALMAN FILTER APPROACHES BASED ON ARIMA FOR DAILY WIND SPEED FORECASTING OSAMAH BASHEER SHUKUR

ARTIFICIAL NEURAL NETWORK AND KALMAN FILTER APPROACHES BASED ON ARIMA FOR DAILY WIND SPEED FORECASTING OSAMAH BASHEER SHUKUR i ARTIFICIAL NEURAL NETWORK AND KALMAN FILTER APPROACHES BASED ON ARIMA FOR DAILY WIND SPEED FORECASTING OSAMAH BASHEER SHUKUR A thesis submitted in fulfilment of the requirements for the award of the

More information

RAINFALL SERIES LIM TOU HIN

RAINFALL SERIES LIM TOU HIN M ULTIVARIATE DISAGGREGATION OF DAILY TO HOURLY RAINFALL SERIES LIM TOU HIN UNIVERSITI TEKNOLOGI MALAYSIA M ULTIVARIATE DISAGGREGATION OF DAILY TO HOURLY RAINFALL SERIES LIM TOU HIN A report subm itted

More information

MODELING AND CONTROL OF A CLASS OF AERIAL ROBOTIC SYSTEMS TAN ENG TECK UNIVERSITI TEKNOLOGY MALAYSIA

MODELING AND CONTROL OF A CLASS OF AERIAL ROBOTIC SYSTEMS TAN ENG TECK UNIVERSITI TEKNOLOGY MALAYSIA MODELING AND CONTROL OF A CLASS OF AERIAL ROBOTIC SYSTEMS TAN ENG TECK UNIVERSITI TEKNOLOGY MALAYSIA MODELING AND CONTROL OF A CLASS OF AERIAL ROBOTIC SYSTEMS TAN ENG TECK A thesis submitted in fulfilment

More information

MORPHOLOGICAL, GENETIC AND BIOLOGICAL STUDIES OF RED PALM WEEVIL, Rhynchophorus spp. (COLEOPTERA: CURCULIONIDAE) IN TERENGGANU, MALAYSIA

MORPHOLOGICAL, GENETIC AND BIOLOGICAL STUDIES OF RED PALM WEEVIL, Rhynchophorus spp. (COLEOPTERA: CURCULIONIDAE) IN TERENGGANU, MALAYSIA 2014 MASTER OF SCIENCE 2016 MORPHOLOGICAL, GENETIC AND BIOLOGICAL STUDIES OF RED PALM WEEVIL, Rhynchophorus spp. (COLEOPTERA: CURCULIONIDAE) IN MASTER OF SCIENCE UNIVERSITI MALAYSIA TERENGGANU 2016 MORPHOLOGICAL,

More information

SEDIMENTATION RATE AT SETIU LAGOON USING NATURAL. RADIOTRACER 210 Pb TECHNIQUE

SEDIMENTATION RATE AT SETIU LAGOON USING NATURAL. RADIOTRACER 210 Pb TECHNIQUE SEDIMENTATION RATE AT SETIU LAGOON USING NATURAL RADIOTRACER 210 Pb TECHNIQUE NURLYANA BINTI OMAR UNIVERSITI TEKNOLOGI MALAYSIA ii SEDIMENTATION RATE AT SETIU LAGOON USING NATURAL RADIOTRACER 210 Pb TECHNIQUE

More information

UTILIZING CLASSICAL SCALING FOR FAULT IDENTIFICATION BASED ON CONTINUOUS-BASED PROCESS MIRA SYAHIRAH BT ABD WAHIT

UTILIZING CLASSICAL SCALING FOR FAULT IDENTIFICATION BASED ON CONTINUOUS-BASED PROCESS MIRA SYAHIRAH BT ABD WAHIT UTILIZING CLASSICAL SCALING FOR FAULT IDENTIFICATION BASED ON CONTINUOUS-BASED PROCESS MIRA SYAHIRAH BT ABD WAHIT Thesis submitted in fulfillment of the requirements for the degree of Bachelor Of Chemical

More information

OPTIMIZATION OF CHROMIUM, NICKEL AND VANADIUM ANALYSIS IN CRUDE OIL USING GRAPHITE FURNACE ATOMIC ABSORPTION SPECTROSCOPY NURUL HANIS KAMARUDIN

OPTIMIZATION OF CHROMIUM, NICKEL AND VANADIUM ANALYSIS IN CRUDE OIL USING GRAPHITE FURNACE ATOMIC ABSORPTION SPECTROSCOPY NURUL HANIS KAMARUDIN ii OPTIMIZATION OF CHROMIUM, NICKEL AND VANADIUM ANALYSIS IN CRUDE OIL USING GRAPHITE FURNACE ATOMIC ABSORPTION SPECTROSCOPY NURUL HANIS KAMARUDIN A dissertation submitted in partial fulfilment of the

More information

DYNAMIC SIMULATION OF COLUMNS CONSIDERING GEOMETRIC NONLINEARITY MOSTAFA MIRSHEKARI

DYNAMIC SIMULATION OF COLUMNS CONSIDERING GEOMETRIC NONLINEARITY MOSTAFA MIRSHEKARI DYNAMIC SIMULATION OF COLUMNS CONSIDERING GEOMETRIC NONLINEARITY MOSTAFA MIRSHEKARI A project report submitted in partial fulfillment of the requirements for the award of the degree of Master of Engineering

More information

MATHEMATICAL MODELING FOR TSUNAMI WAVES USING LATTICE BOLTZMANN METHOD SARA ZERGANI. UNIVERSITI TEKNOLOGI MALAYSIAi

MATHEMATICAL MODELING FOR TSUNAMI WAVES USING LATTICE BOLTZMANN METHOD SARA ZERGANI. UNIVERSITI TEKNOLOGI MALAYSIAi 1 MATHEMATICAL MODELING FOR TSUNAMI WAVES USING LATTICE BOLTZMANN METHOD SARA ZERGANI UNIVERSITI TEKNOLOGI MALAYSIAi ii MATHEMATICAL MODELING FOR TSUNAMI WAVES USING LATTICE BOLTZMANN METHOD SARA ZERGANI

More information

HIGH RESOLUTION DIGITAL ELEVATION MODEL GENERATION BY SEMI GLOBAL MATCHING APPROACH SITI MUNIRAH BINTI SHAFFIE

HIGH RESOLUTION DIGITAL ELEVATION MODEL GENERATION BY SEMI GLOBAL MATCHING APPROACH SITI MUNIRAH BINTI SHAFFIE i HIGH RESOLUTION DIGITAL ELEVATION MODEL GENERATION BY SEMI GLOBAL MATCHING APPROACH SITI MUNIRAH BINTI SHAFFIE A project submitted in fulfilment of the requirements for the award of the degree of Master

More information

ELIMINATION OF RAINDROPS EFFECTS IN INFRARED SENSITIVE CAMERA AHMAD SHARMI BIN ABDULLAH

ELIMINATION OF RAINDROPS EFFECTS IN INFRARED SENSITIVE CAMERA AHMAD SHARMI BIN ABDULLAH ELIMINATION OF RAINDROPS EFFECTS IN INFRARED SENSITIVE CAMERA AHMAD SHARMI BIN ABDULLAH A project report submitted in partial fulfillment of the requirements for the award of the degree of Master of Engineering

More information

ANOLYTE SOLUTION GENERATED FROM ELECTROCHEMICAL ACTIVATION PROCESS FOR THE TREATMENT OF PHENOL

ANOLYTE SOLUTION GENERATED FROM ELECTROCHEMICAL ACTIVATION PROCESS FOR THE TREATMENT OF PHENOL ANOLYTE SOLUTION GENERATED FROM ELECTROCHEMICAL ACTIVATION PROCESS FOR THE TREATMENT OF PHENOL By ZAULFIKAR Thesis Submitted to the School of Graduate Studies, Universiti Putra Malaysia, in Fulfilment

More information

HUBUNGAN JARINGAN ANTARA PERUSAHAAN KECIL DAN SEDERHANA INDUSTRI PELANCONGAN DI KAMPUNG CHERATING LAMA, PAHANG SUHAINI BINTI IBRAHIM

HUBUNGAN JARINGAN ANTARA PERUSAHAAN KECIL DAN SEDERHANA INDUSTRI PELANCONGAN DI KAMPUNG CHERATING LAMA, PAHANG SUHAINI BINTI IBRAHIM HUBUNGAN JARINGAN ANTARA PERUSAHAAN KECIL DAN SEDERHANA INDUSTRI PELANCONGAN DI KAMPUNG CHERATING LAMA, PAHANG SUHAINI BINTI IBRAHIM UNIVERSITI TEKNOLOGI MALAYSIA HUBUNGAN JARINGAN ANTARA PERUSAHAAN KECIL

More information

INFLUENCES OF GROUNDWATER, RAINFALL, AND TIDES ON BEACH PROFILES CHANGES AT DESARU BEACH FARIZUL NIZAM BIN ABDULLAH

INFLUENCES OF GROUNDWATER, RAINFALL, AND TIDES ON BEACH PROFILES CHANGES AT DESARU BEACH FARIZUL NIZAM BIN ABDULLAH INFLUENCES OF GROUNDWATER, RAINFALL, AND TIDES ON BEACH PROFILES CHANGES AT DESARU BEACH FARIZUL NIZAM BIN ABDULLAH A project report submitted in partial fulfillment of the requirements for the award of

More information

BOUNDARY INTEGRAL EQUATION WITH THE GENERALIZED NEUMANN KERNEL FOR COMPUTING GREEN S FUNCTION FOR MULTIPLY CONNECTED REGIONS

BOUNDARY INTEGRAL EQUATION WITH THE GENERALIZED NEUMANN KERNEL FOR COMPUTING GREEN S FUNCTION FOR MULTIPLY CONNECTED REGIONS BOUNDARY INTEGRAL EQUATION WITH THE GENERALIZED NEUMANN KERNEL FOR COMPUTING GREEN S FUNCTION FOR MULTIPLY CONNECTED REGIONS SITI ZULAIHA BINTI ASPON UNIVERSITI TEKNOLOGI MALAYSIA BOUNDARY INTEGRAL EQUATION

More information

NUMERICAL INVESTIGATION OF TURBULENT NANOFLUID FLOW EFFECT ON ENHANCING HEAT TRANSFER IN STRAIGHT CHANNELS DHAFIR GIYATH JEHAD

NUMERICAL INVESTIGATION OF TURBULENT NANOFLUID FLOW EFFECT ON ENHANCING HEAT TRANSFER IN STRAIGHT CHANNELS DHAFIR GIYATH JEHAD 1 NUMERICAL INVESTIGATION OF TURBULENT NANOFLUID FLOW EFFECT ON ENHANCING HEAT TRANSFER IN STRAIGHT CHANNELS DHAFIR GIYATH JEHAD UNIVERSITI TEKNOLOGI MALAYSIA 3 NUMERICAL INVESTIGATION OF TURBULENT NANOFLUID

More information

DIELECTRIC SENSING (CAPACITIVE) ON COOKING OIL'S TPC LEVEL 1 5 / 1 6

DIELECTRIC SENSING (CAPACITIVE) ON COOKING OIL'S TPC LEVEL 1 5 / 1 6 Tajuk Projek : UNIVERSTI TEKNIKAL MALAYSIA MELAKA FAKULTI KEJURUTERAAN ELEKTRONIK DAN KEJURUTERAAN KOMPUTER BORANG PENGESAHAN STATUS LAPORAN PROJEK SARJANA MUDA II DIELECTRIC SENSING (CAPACITIVE) ON COOKING

More information

~1~\II~~~~I~~~I~\~~~~II~~II~II~,. II ' I, * *

~1~\II~~~~I~~~I~\~~~~II~~II~II~,. II ' I, * * 1111111~1~\II~~~~I~~~I~\~~~~II~~II~II~,. II ' I, *30000002323027* UNIVERSITI TUN HUSSEIN ONN MALAYSIA BORANG PENGESAHAN STATUS TESIS JUDUL: Zinc Oxide Nanostructures: The Effect of Deposition Parameters

More information

ROCK SHAFT RESISTANCE OF BORED PILES SOCKETED INTO DECOMPOSED MALAYSIA GRANITE RAJA SHAHROM NIZAM SHAH BIN RAJA SHOIB UNIVERSITI TEKNOLOGI MALAYSIA

ROCK SHAFT RESISTANCE OF BORED PILES SOCKETED INTO DECOMPOSED MALAYSIA GRANITE RAJA SHAHROM NIZAM SHAH BIN RAJA SHOIB UNIVERSITI TEKNOLOGI MALAYSIA ROCK SHAFT RESISTANCE OF BORED PILES SOCKETED INTO DECOMPOSED MALAYSIA GRANITE RAJA SHAHROM NIZAM SHAH BIN RAJA SHOIB UNIVERSITI TEKNOLOGI MALAYSIA ROCK SHAFT RESISTANCE OF BORED PILES SOCKETED INTO DECOMPOSED

More information

A COMPARISO OF MODAL FLEXIBILITY METHOD A D MODAL CURVATURE METHOD I STRUCTURAL DAMAGE DETECTIO OOR SABRI A ZAHARUDI

A COMPARISO OF MODAL FLEXIBILITY METHOD A D MODAL CURVATURE METHOD I STRUCTURAL DAMAGE DETECTIO OOR SABRI A ZAHARUDI A COMPARISO OF MODAL FLEXIBILITY METHOD A D MODAL CURVATURE METHOD I STRUCTURAL DAMAGE DETECTIO OOR SABRI A ZAHARUDI A dissertation submitted in partial fulfilment of the requirements for the award of

More information

SOLUBILITY MODEL OF PALM OIL EXTRACTION FROM PALM FRUIT USING SUB-CRITICAL R134a NUR SYUHADA BINTI ABD RAHMAN

SOLUBILITY MODEL OF PALM OIL EXTRACTION FROM PALM FRUIT USING SUB-CRITICAL R134a NUR SYUHADA BINTI ABD RAHMAN SOLUBILITY MODEL OF PALM OIL EXTRACTION FROM PALM FRUIT USING SUB-CRITICAL R134a NUR SYUHADA BINTI ABD RAHMAN JULY 2012 SOLUBILITY MODEL OF PALM OIL EXTRACTION FROM PALM FRUIT USING SUB-CRITICAL R134a

More information

OPTIMAL CONTROL BASED ON NONLINEAR CONJUGATE GRADIENT METHOD IN CARDIAC ELECTROPHYSIOLOGY NG KIN WEI UNIVERSITI TEKNOLOGI MALAYSIA

OPTIMAL CONTROL BASED ON NONLINEAR CONJUGATE GRADIENT METHOD IN CARDIAC ELECTROPHYSIOLOGY NG KIN WEI UNIVERSITI TEKNOLOGI MALAYSIA OPTIMAL CONTROL BASED ON NONLINEAR CONJUGATE GRADIENT METHOD IN CARDIAC ELECTROPHYSIOLOGY NG KIN WEI UNIVERSITI TEKNOLOGI MALAYSIA OPTIMAL CONTROL BASED ON NONLINEAR CONJUGATE GRADIENT METHOD IN CARDIAC

More information

EXAMINATION FOR THE DEGREE OF BACHELOR OF SCIENCE WITH EDUCATION PEPERIKSAAN IJAZAH SARJANA MUDA SAINS DENGAN PENDIDIKAN

EXAMINATION FOR THE DEGREE OF BACHELOR OF SCIENCE WITH EDUCATION PEPERIKSAAN IJAZAH SARJANA MUDA SAINS DENGAN PENDIDIKAN UNIVERSITY OF MALAYA UNIVERSITI MALAYA EXAMINATION FOR THE DEGREE OF BACHELOR OF SCIENCE WITH EDUCATION PEPERIKSAAN IJAZAH SARJANA MUDA SAINS DENGAN PENDIDIKAN SESI AKADEMIK 2011/2012 : SEMESTER 2 ACADEMIC

More information

POSITION CONTROL USING FUZZY-BASED CONTROLLER FOR PNEUMATIC-SERVO CYLINDER IN BALL AND BEAM APPLICATION MUHAMMAD ASYRAF BIN AZMAN

POSITION CONTROL USING FUZZY-BASED CONTROLLER FOR PNEUMATIC-SERVO CYLINDER IN BALL AND BEAM APPLICATION MUHAMMAD ASYRAF BIN AZMAN POSITION CONTROL USING FUZZY-BASED CONTROLLER FOR PNEUMATIC-SERVO CYLINDER IN BALL AND BEAM APPLICATION MUHAMMAD ASYRAF BIN AZMAN A thesis submitted in fulfilment of the requirements for the award of the

More information

MULTISTAGE ARTIFICIAL NEURAL NETWORK IN STRUCTURAL DAMAGE DETECTION GOH LYN DEE

MULTISTAGE ARTIFICIAL NEURAL NETWORK IN STRUCTURAL DAMAGE DETECTION GOH LYN DEE MULTISTAGE ARTIFICIAL NEURAL NETWORK IN STRUCTURAL DAMAGE DETECTION GOH LYN DEE A thesis submitted in fulfilment of the requirements for the award of the degree of Doctor of Philosophy (Civil Engineering)

More information

SYNTHESIS AND CHARACTERIZATION OF POLYACRYLAMIDE BASED HYDROGEL CONTAINING MAGNESIUM OXIDE NANOPARTICLES FOR ANTIBACTERIAL APPLICATIONS

SYNTHESIS AND CHARACTERIZATION OF POLYACRYLAMIDE BASED HYDROGEL CONTAINING MAGNESIUM OXIDE NANOPARTICLES FOR ANTIBACTERIAL APPLICATIONS i SYNTHESIS AND CHARACTERIZATION OF POLYACRYLAMIDE BASED HYDROGEL CONTAINING MAGNESIUM OXIDE NANOPARTICLES FOR ANTIBACTERIAL APPLICATIONS SEYED ALI ASGHARZADEHAHMADI A thesis submitted in fulfillment of

More information

CLASSIFICATION OF MULTIBEAM SNIPPETS DATA USING STATISTICAL ANALYSIS METHOD LAU KUM WENG UNIVERSITITEKNOLOGI MALAYSIA

CLASSIFICATION OF MULTIBEAM SNIPPETS DATA USING STATISTICAL ANALYSIS METHOD LAU KUM WENG UNIVERSITITEKNOLOGI MALAYSIA CLASSIFICATION OF MULTIBEAM SNIPPETS DATA USING STATISTICAL ANALYSIS METHOD LAU KUM WENG UNIVERSITITEKNOLOGI MALAYSIA CLASSIFICATION OF MULTIBEAM SNIPPETS DATA USING STATISTICAL ANALYSIS METHOD LAU KUM

More information

INTEGRATED MALAYSIAN METEOROLOGICAL DATA ATMOSPHERIC DISPERSION SOFTWARE FOR AIR POLLUTANT DISPERSION SIMULATION

INTEGRATED MALAYSIAN METEOROLOGICAL DATA ATMOSPHERIC DISPERSION SOFTWARE FOR AIR POLLUTANT DISPERSION SIMULATION i INTEGRATED MALAYSIAN METEOROLOGICAL DATA ATMOSPHERIC DISPERSION SOFTWARE FOR AIR POLLUTANT DISPERSION SIMULATION UBAIDULLAH BIN SELAMAT UNIVERSITI TEKNOLOGI MALAYSIA iii INTEGRATED MALAYSIAN METEOROLOGICAL

More information

NUMERICAL SIMULATIONS ON THE EFFECTS OF USING VENTILATION FAN ON CONDITIONS OF AIR INSIDE A CAR PASSENGER COMPARTMENT INTAN SABARIAH BINTI SABRI

NUMERICAL SIMULATIONS ON THE EFFECTS OF USING VENTILATION FAN ON CONDITIONS OF AIR INSIDE A CAR PASSENGER COMPARTMENT INTAN SABARIAH BINTI SABRI NUMERICAL SIMULATIONS ON THE EFFECTS OF USING VENTILATION FAN ON CONDITIONS OF AIR INSIDE A CAR PASSENGER COMPARTMENT INTAN SABARIAH BINTI SABRI A thesis submitted in fulfilment of the requirements for

More information

OPTICAL TWEEZER INDUCED BY MICRORING RESONATOR MUHAMMAD SAFWAN BIN ABD AZIZ

OPTICAL TWEEZER INDUCED BY MICRORING RESONATOR MUHAMMAD SAFWAN BIN ABD AZIZ OPTICAL TWEEZER INDUCED BY MICRORING RESONATOR MUHAMMAD SAFWAN BIN ABD AZIZ A thesis submitted in fulfilment of the requirements for the award of the degree of Doctor of Philosophy (Physics) Faculty of

More information

FOURIER TRANSFORM TECHNIQUE FOR ANALYTICAL SOLUTION OF DIFFUSION EQUATION OF CONCENTRATION SPHERICAL DROPS IN ROTATING DISC CONTACTOR COLUMN

FOURIER TRANSFORM TECHNIQUE FOR ANALYTICAL SOLUTION OF DIFFUSION EQUATION OF CONCENTRATION SPHERICAL DROPS IN ROTATING DISC CONTACTOR COLUMN FOURIER TRANSFORM TECHNIQUE FOR ANALYTICAL SOLUTION OF DIFFUSION EQUATION OF CONCENTRATION SPHERICAL DROPS IN ROTATING DISC CONTACTOR COLUMN MUHAMAD SAFWAN BIN ISHAK UNIVERSITI TEKNOLOGI MALAYSIA i FOURIER

More information

AHMED MOKHTAR ALBSHIR BUDIEA

AHMED MOKHTAR ALBSHIR BUDIEA LONG TERM PREDICTION OF PIPELINE CORROSION UNDER TROPICAL SEABED SEDIMENT AHMED MOKHTAR ALBSHIR BUDIEA A thesis submitted in fulfilment of the requirements for the award of the degree of Doctor of Philosophy

More information

INDEX SELECTION ENGINE FOR SPATIAL DATABASE SYSTEM MARUTO MASSERIE SARDADI UNIVERSITI TEKNOLOGI MALAYSIA

INDEX SELECTION ENGINE FOR SPATIAL DATABASE SYSTEM MARUTO MASSERIE SARDADI UNIVERSITI TEKNOLOGI MALAYSIA INDEX SELECTION ENGINE FOR SPATIAL DATABASE SYSTEM MARUTO MASSERIE SARDADI UNIVERSITI TEKNOLOGI MALAYSIA INDEX SELECTION ENGINE FOR SPATIAL DATABASE SYSTEM MARUTO MASSERIE SARDADI A Thesis submitted in

More information

MAT 223 DIFFERENTIAL EQUATIONS I [Persamaan Pembezaan I]

MAT 223 DIFFERENTIAL EQUATIONS I [Persamaan Pembezaan I] UNIVERSITI SAINS MALAYSIA First Semester Examination 2015/2016 Academic Session December 2015/January2016 MAT 223 DIFFERENTIAL EQUATIONS I [Persamaan Pembezaan I] Duration : 3 hours [Masa : 3 jam] Please

More information

Jawab soalan mengikut arahan yang diberikan dalam setiap bahagian. Questions should be answered according to the instructions given in each section.

Jawab soalan mengikut arahan yang diberikan dalam setiap bahagian. Questions should be answered according to the instructions given in each section. UNIVERSITI MALAYA UNIVERSITY OF MALAYA PEPERIKSAAN IJAZAH SARJANA MUDA SAINS EXAMINATION FOR THE DEGREE OF BACHELOR OF SCIENCE PEPERIKSAAN IJAZAH SARJANA MUDA SAINS DENGAN PENDIDIKAN EXAMINATION FOR THE

More information

COMPUTATIONAL MODELLING AND SIMULATION OF BIOMAGNETIC FLUID FLOW IN A STENOTIC AND ANEURYSMAL ARTERY NURSALASAWATI BINTI RUSLI

COMPUTATIONAL MODELLING AND SIMULATION OF BIOMAGNETIC FLUID FLOW IN A STENOTIC AND ANEURYSMAL ARTERY NURSALASAWATI BINTI RUSLI COMPUTATIONAL MODELLING AND SIMULATION OF BIOMAGNETIC FLUID FLOW IN A STENOTIC AND ANEURYSMAL ARTERY NURSALASAWATI BINTI RUSLI A thesis submitted in fulfilment of the requirements for the award of the

More information

(Kertas ini mengandungi 6 soalan dalam 9 halaman yang dicetak) (This question paper consists of 6 questions on 9 printed pages)

(Kertas ini mengandungi 6 soalan dalam 9 halaman yang dicetak) (This question paper consists of 6 questions on 9 printed pages) UNIVERSITI MALAYA UNIVERSITY OF MALAYA PEPERIKSAAN IJAZAH SARJANA MUDA SAINS EXAMINATION FOR THE DEGREE OF BACHELOR OF SCIENCE PEPERIKSAAN IJAZAH SARJANA MUDA SAINS DENGAN PENDIDIKAN EXAMINATION FOR THE

More information

(Kertas ini mengandungi 5 soalan dalam 5 halaman yang dicetak) (This paper consists of 5 questions in 5 printed pages)

(Kertas ini mengandungi 5 soalan dalam 5 halaman yang dicetak) (This paper consists of 5 questions in 5 printed pages) UNIVERSITI MALAYA UNIVERSITY OF MALAYA PEPERIKSAAN IJAZAH SARJANA SAINS (MSc) KIMIA ANALISIS & ANALISIS BERALATAN EXAMINATION FOR THE DEGREE OF MASTER OF SCIENCE (MSc) IN ANALYTICAL CHEMISTRY & INSTRUMENTAL

More information

PERPUSTAKAAN KUiTTHO ilill IIiiillili lilli ilill lliil liiii llii IIIi U\'12')b4~

PERPUSTAKAAN KUiTTHO ilill IIiiillili lilli ilill lliil liiii llii IIIi U\'12')b4~ PERPUSTAKAAN KUiTTHO 1111111 ilill 11111 IIiiillili lilli ilill lliil 11111 liiii llii IIIi 3 0000 00180730 9 U\'12')b4~ KOLEJ UNIVERSITI TEKNOLOGI TUN HUSSEIN ONN BORANG PENGESAHAN STATUS TESIS JUDUL:

More information

AMPLIFICATION OF PARTIAL RICE FLORIGEN FROM MALAYSIAN UPLAND RICE CULTIVAR HITAM AND WAI ABDULRAHMAN MAHMOUD DOGARA UNIVERSITI TEKNOLOGI MALAYSIA

AMPLIFICATION OF PARTIAL RICE FLORIGEN FROM MALAYSIAN UPLAND RICE CULTIVAR HITAM AND WAI ABDULRAHMAN MAHMOUD DOGARA UNIVERSITI TEKNOLOGI MALAYSIA AMPLIFICATION OF PARTIAL RICE FLORIGEN FROM MALAYSIAN UPLAND RICE CULTIVAR HITAM AND WAI ABDULRAHMAN MAHMOUD DOGARA UNIVERSITI TEKNOLOGI MALAYSIA AMPLIFICATION OF PARTIAL RICE FLORIGEN FROM MALAYSIAN UPLAND

More information

RUZIAH AHMAD BAHAGIAN PENGKATALOGAN PERPUSTAKAAN TUANKU BAINUN, UPSI

RUZIAH AHMAD BAHAGIAN PENGKATALOGAN PERPUSTAKAAN TUANKU BAINUN, UPSI RUZIAH AHMAD BAHAGIAN PENGKATALOGAN PERPUSTAKAAN TUANKU BAINUN, UPSI 1 Sistem pengelasan dalam ilmu Sains Perpustakaan adalah bertujuan: } Memberi kemudahan kepada pengguna mendapatkan bahan bacaan mengikut

More information

UNIVERSITI SAINS MALAYSIA. CCS513 Computer Vision and Image Analysis [Penglihatan Komputer dan Analisis Imej]

UNIVERSITI SAINS MALAYSIA. CCS513 Computer Vision and Image Analysis [Penglihatan Komputer dan Analisis Imej] UNIVERSITI SAINS MALAYSIA First Semester Examination 2016/2017 Academic Session December 2016 / January 2017 CCS513 Computer Vision and Image Analysis [Penglihatan Komputer dan Analisis Imej] Duration

More information

SUBMARINEPIPELINEROUTING ANDINSPECTION WITH GEOGRAPHICALINFORMATION SYSTEMTECHNOLOGY CHAI BENG CHUNG

SUBMARINEPIPELINEROUTING ANDINSPECTION WITH GEOGRAPHICALINFORMATION SYSTEMTECHNOLOGY CHAI BENG CHUNG SUBMARINEPIPELINEROUTING ANDINSPECTION WITH GEOGRAPHICALINFORMATION SYSTEMTECHNOLOGY CHAI BENG CHUNG A thesis submitted in fulfillment of the requirement for the award of Master of Science (Hydrography)

More information

ENHANCED COPY-PASTE IMAGE FORGERY DETECTION BASED ON ARCHIMEDEAN SPIRAL AND COARSE-TO-FINE APPROACH MOHAMMAD AKBARPOUR SEKEH

ENHANCED COPY-PASTE IMAGE FORGERY DETECTION BASED ON ARCHIMEDEAN SPIRAL AND COARSE-TO-FINE APPROACH MOHAMMAD AKBARPOUR SEKEH ENHANCED COPY-PASTE IMAGE FORGERY DETECTION BASED ON ARCHIMEDEAN SPIRAL AND COARSE-TO-FINE APPROACH MOHAMMAD AKBARPOUR SEKEH A thesis submitted in fulfilment of the requirement for the award of the degree

More information

ROOT FINDING OF A SYSTEM OF NONLINEAR EQUATIONS USING THE COMBINATION OF NEWTON, CONJUGATE GRADIENT AND QUADRATURE METHODS

ROOT FINDING OF A SYSTEM OF NONLINEAR EQUATIONS USING THE COMBINATION OF NEWTON, CONJUGATE GRADIENT AND QUADRATURE METHODS ROOT FINDING OF A SYSTEM OF NONLINEAR EQUATIONS USING THE COMBINATION OF NEWTON, CONJUGATE GRADIENT AND QUADRATURE METHODS NOR AFIFAH HANIM BINTI ZULKEFLI A dissertation submitted in fulfilment of the

More information

MAT 222 Differential Equations II [Persamaan Pembezaan II]

MAT 222 Differential Equations II [Persamaan Pembezaan II] - 1 - UNIVERSITI SAINS MALAYSIA First Semester Examination 015/016 Academic Session December 015/January016 MAT Differential Equations II [Persamaan Pembezaan II] Duration : 3 hours [Masa : 3 jam] Please

More information

(Kertas soalan ini mengandungi 5 soalan dalam 5 halaman yang bercetak) (This question paper consists of 5 questions on 5 printed pages)

(Kertas soalan ini mengandungi 5 soalan dalam 5 halaman yang bercetak) (This question paper consists of 5 questions on 5 printed pages) UNIVERSITI MALAYA UNIVERSITY OF MALAYA PEPERIKSAAN IJAZAH SARJANA MUDA SAINS EXAMINATION FOR THE DEGREE OF BACHELOR OF SCIENCE SESI AKADEMIK 2016/2017 ACADEMIC SESSION 2016/2017 : SEMESTER I : SEMESTER

More information

EFFECTS OF Ni 3 Ti (DO 24 ) PRECIPITATES AND COMPOSITION ON Ni-BASED SUPERALLOYS USING MOLECULAR DYNAMICS METHOD

EFFECTS OF Ni 3 Ti (DO 24 ) PRECIPITATES AND COMPOSITION ON Ni-BASED SUPERALLOYS USING MOLECULAR DYNAMICS METHOD EFFECTS OF Ni 3 Ti (DO 24 ) PRECIPITATES AND COMPOSITION ON Ni-BASED SUPERALLOYS USING MOLECULAR DYNAMICS METHOD GOH KIAN HENG UNIVERSITI TEKNOLOGI MALAYSIA i EFFECTS OF Ni 3 Ti (DO 24 ) PRECIPITATES AND

More information

(Kertas soalan ini mengandungi 6 soalan dalam 9 halaman yang dicetak) (This question paper consists of 6 questions on 9 printed pages)

(Kertas soalan ini mengandungi 6 soalan dalam 9 halaman yang dicetak) (This question paper consists of 6 questions on 9 printed pages) UNIVERSITI MALAYA UNIVERSITY OF MALAYA PEPERIKSAAN IJAZAH SARJANA MUDA SAINS EXAMINATION FOR THE DEGREE OF BACHELOR OF SCIENCE PEPERIKSAAN IJAZAH SARJANA MUDA SAINS DENGAN PENDIDIKAN EXAMINATION FOR THE

More information

UNIVERSITI PUTRA MALAYSIA GENERATING MUTUALLY UNBIASED BASES AND DISCRETE WIGNER FUNCTION FOR THREE-QUBIT SYSTEM

UNIVERSITI PUTRA MALAYSIA GENERATING MUTUALLY UNBIASED BASES AND DISCRETE WIGNER FUNCTION FOR THREE-QUBIT SYSTEM UNIVERSITI PUTRA MALAYSIA GENERATING MUTUALLY UNBIASED BASES AND DISCRETE WIGNER FUNCTION FOR THREE-QUBIT SYSTEM MOJTABA ALIAKBARZADEH FS 2011 83 GENERATING MUTUALLY UNBIASED BASES AND DISCRETE WIGNER

More information

MATHEMATICAL MODELLING OF UNSTEADY BIOMAGNETIC FLUID FLOW AND HEAT TRANSFER WITH GRAVITATIONAL ACCELERATION

MATHEMATICAL MODELLING OF UNSTEADY BIOMAGNETIC FLUID FLOW AND HEAT TRANSFER WITH GRAVITATIONAL ACCELERATION MATHEMATICAL MODELLING OF UNSTEADY BIOMAGNETIC FLUID FLOW AND HEAT TRANSFER WITH GRAVITATIONAL ACCELERATION NOR AMIRAH BINTI IDRIS UNIVERSITI TEKNOLOGI MALAYSIA i MATHEMATICAL MODELLING OF UNSTEADY BIOMAGNETIC

More information

PENGGUNAAN GAMBAR RAJAH DALAM MENYELESAIKAN MASALAH GERAKAN LINEAR SITI NOR HIDAYAH BINTI ISMAIL UNIVERSITI TEKNOLOGI MALAYSIA

PENGGUNAAN GAMBAR RAJAH DALAM MENYELESAIKAN MASALAH GERAKAN LINEAR SITI NOR HIDAYAH BINTI ISMAIL UNIVERSITI TEKNOLOGI MALAYSIA PENGGUNAAN GAMBAR RAJAH DALAM MENYELESAIKAN MASALAH GERAKAN LINEAR SITI NOR HIDAYAH BINTI ISMAIL UNIVERSITI TEKNOLOGI MALAYSIA PENGGUNAAN GAMBAR RAJAH DALAM MENYELESAIKAN MASALAH GERAKAN LINEAR SITI NOR

More information

MATHEMATICAL SIMULATION OF BREAST CANCER GROWTH USING HIGH PERFORMANCE COMPUTING DOLLY SII TIEN CHING UNIVERSITI TEKNOLOGI MALAYSIA

MATHEMATICAL SIMULATION OF BREAST CANCER GROWTH USING HIGH PERFORMANCE COMPUTING DOLLY SII TIEN CHING UNIVERSITI TEKNOLOGI MALAYSIA MATHEMATICAL SIMULATION OF BREAST CANCER GROWTH USING HIGH PERFORMANCE COMPUTING DOLLY SII TIEN CHING UNIVERSITI TEKNOLOGI MALAYSIA MATHEMATICAL SIMULATION OF BREAST CANCER GROWTH USING HIGH PERFORMANCE

More information