SUPPORT VECTOR MACHINE FOR BANDWIDTH ANALYSIS OF SLOTTED MICROSTRIP ANTENNA

Size: px
Start display at page:

Download "SUPPORT VECTOR MACHINE FOR BANDWIDTH ANALYSIS OF SLOTTED MICROSTRIP ANTENNA"

Transcription

1 Intenational Jounal of Compute Science, Systems Engineeing and Infomation Technology, 4(), 20, pp SUPPORT VECTOR MACHIE FOR BADWIDTH AALYSIS OF SLOTTED MICROSTRIP ATEA Venmathi A.R. & Vanitha L. 2 Depatment of Electonics Communication Engineeing, Kings Engineeing College, Iungattukottai, Chennai, India, 2 Depatment of Electonics Communication Engineeing, Si Venkateswaa College of Engineeing, Sipeumbadu, Chennai, India, Abstact: In this wok, the Suppot Vecto machine (SVM) is adopted fo analysis of slotted micostip ectangula patch antenna, which is a technique based on the igoous mathematical fundamentals. SVM is one of the most competitive techniques to the popula atificial neual netwoks. In this design pocess, accuacy, computational efficiency of Suppot Vecto Machine is compaed to atificial neual netwok pefomance. It can be concluded that the atificial neual netwok may be eplaced by the Suppot Vecto Machines due to its high appoximation capability and much faste convegence ate. Keywods: Suppot vecto machine, slotted micostip antenna, EM Simulato. ITRODUCTIO In high-pefomance spacecaft, aicaft, missile and satellite applications, whee size, weight, cost, pefomance, ease of installation, and aeodynamic pofiles, ae constaints, low pofile antennas ae equied. To meet these equiements, micostip antennas ae used [ 4]. In the liteatue, atificial neual netwok (A) models have been built fo the design and analysis of micostip antennas [5]. Many new tools fo micowave CAD ae developed duing the past decades. Models ae geneally developed using analytical, electomagnetic simulation, and/o measuement based methods. Accuate and efficient models fo cicuit components ae essential fo costeffective cicuit design. The advantage of neuo computing is that, afte pope taining, a neual netwok completely bypasses the epeated use of complex iteative pocesses fo new cases pesented to it. The single netwok stuctue can pedict the esults fo patch antenna povided that input values ae in the domain of taining values. Suppot Vecto Machines (SVM) and kenel methods, which enable to genealize discete data into the continuous domain have become one of the most popula leaning machines in the last few yeas. In paticula, suppot vecto machines ae based on a judicious and igoous mathematics combining the genealization and optimization theoies togethe and veified to be computationally vey efficient (the so-called Vapnik- Chevonenkis theoy [6] [7]). This leaning machine has found many fuitful applications in science and engineeing. Inset feed micostip antenna with slots in it impoves the antenna bandwidth compaed to antenna without slots of the same physical dimensions [8]. In the pesent wok SVM model is developed to analyze the bandwidth of the example antenna. The Method of Moments (MOM) based IE3D softwae has been used to geneate taining and test data fo the SVM. The pape is oganized as follows: Definition of the poblem in section II, the design and data geneation in section III. Section IV gives the theoy of the SVM. Section V includes esults and conclusions. The esults ae compaed with two eual etwok achitectue, Back popagation(bp) and Radial Basis Function(RBF). 2. DEFIITIO OF THE PROBLEM The fequency of a patch antenna can be inceased by a capacitive o inductive load. In this pape, a two slot micostip antenna has been designed to achieve a wide bandwidth. The poposed SVM model calculates the cut off fequencies f and f2 and hence the bandwidths ( f2 - f) of the example antenna fo diffeent coodinates of the slots i.e., X, Y and X2, Y2. The patch dimensions of the antenna as well as that of slot ae kept constant fo this specific model [8].

2 68 Intenational Jounal of Compute Science, Systems Engineeing and Infomation Technology 3. DESIG AD DATA GEERATIO The ectangula micostip antennas ae made up of a ectangula patch with dimensions width ( W) and length ( L) ove a gound plane with a substate thickness h having dielectic constant [8], [9] As an example an inset feed micostip antennas is designed to esonate at 0 GHz fequency with dielectic constant = 4:7, substate thickness h = :588 mm, L = 6 mm, W = 8:88mm on a gound plane. All dimensions of the antenna ae in mm. The length and the width of the patch ae calculated initially by the elationships in equations ()-(6). νo 2 W = 2 f + νo L = = 2 L 2 f eff ( eff ) W L h = 0.42 h W ( eff 0.258) h + h eff = W /2 () (2) (3) (4) L g = 6(h) + L = 6 (.588) + 6 = 5.528mm (5) W g = 6(h) W = 6 (.588) = 8.40mm (6) Figue shows the geomety of inset feed micostip antenna with two slots in the patch. The patch is enegized electomagnetically using 50 ohm micostip feed line. The length of the cuent path is inceased due to the slot which leads to additional inductance in seies. Hence wide bandwidth is geneated as the esonant cicuits become coupled. The slots aggegate the cuents, which give additional inductance contolled by the patch width. The softwae used to model and simulate the poposed micostip patch antenna is Mento Gaphics IE3D softwae. IE3D is a full wave electomagnetic simulato based on the method of moments. IE3D softwae has been used to calculate the etun loss (S) and hence the cut off fequencies f and f2 of the antenna. Fist the example antenna is designed without slots in IE3D EM Simulato with patch dimensions L = 6, W = 8:88 fo esonating fequency of 0 GHz. The bandwidth fo the antenna is aound 450 MHz. The pesent wok signifies that by intoduction of two slots in the same design, the bandwidth gets enhanced about 25%-45%, i.e., fom 450 to 650 MHz. The same antenna is designed in IE3D Simulato fo diffeent coodinate values of both the slots X, Y and X2, Y2 in the specified ange (X = 0; 0.5 < Y < 4 mm, X2 =0;-0.5 < Y2 < -4mm) keeping patch dimensions, slot dimensions, and h constant and the coesponding cut off fequencies ae ecoded and this data has been used as a taining data and test data fo SVM. 4. SVM, ARTIFICIAL EURAL ETWORK AD RADIAL BASIS FUCTIO ARCHITECTURE 4.. Suppot Vecto Machine (SVM) SVM has poven its efficiency ove neual netwoks and RBF classifies. Unlike neual netwoks, this model builds does not need hypothesizing numbe of neuons in the middle laye o defining the cente of Gaussian functions in RBF [4]. SVM uses an optimum linea sepaating hypeplane to sepaate two set of data in a featue space. This optimum hypeplane is poduced by maximizing minimum magin between the two sets [2]. Theefoe the esulting hypeplane will only be depended on bode taining pattens called suppot vectos. The suppot vecto machine opeates on two mathematical opeations: () onlinea mapping of an input vecto into a high-dimensional featue space that is hidden fom both the input and output. (2) Constuction of an optimal hypeplane fo sepaating the featues discoveed in step. Suppot vectos ae detemined by using the equations 7-2. [0, ] Figue : Inset Feed Micostip Antenna with Two Slots. All Dimensions ae in mm 4.2. Vaiable Definition. Let x denote a vecto dawn fom the input space, assumed to be of dimension m o.

3 Suppot Vecto Machine fo Bandwidth Analysis of Slotted Micostip Antenna Let {ϕ j (x)} fo j= to m, denote a set of nonlinea tansfomations fom the input space to the featue space. 3. m is the dimension of the featue space. 4. {w j } fo j= to m denotes a set of linea weights connecting the featue space to the output space. 5. {ϕ j (x)} epesent the input supplied to the weight w j via the featue space. 6. b is the bias 7. α i is the Lagange coefficient 8. d i coesponding taget output Steps Involved in the Design of SVM. Hypeplane acting as the decision suface is defined as Whee α i dik ( x,) xi 0= (7) K(x,x i ) = ϕ T (x)ϕ(x i ) epesents the inne poduct of two vectos induced in the featue space by the input vecto x and input patten xi petaining to the ith example. This tem is efeed to as inne-poduct kenel. whee ϕ 0 (x) = fo all x w = αidiϕ() xi (8) [ 0 ] ϕ ()(),(),...,() x = ϕ x ϕ x ϕ m x (9) w o denotes the bias b 2. The equiement of the kenel K(x,x i ) is to satisfy Mece s theoem. The kenel function is selected as a polynomial leaning machine. K(x,x i ) = ( + x T x i ) 2 (0) 3. The Lagange multiplies {α i } fo i = to that maximize the objective function Q(α), denoted by α 0,i is detemined. T w α d ϕ() x (4) 0 0, i i i ϕ(x i ) is the image induced in the featue space due to x i. w 0 epesents the optimum bias b Back Popagation Algoithm These ae supevised netwoks, and also they equie a desied esponse to be tained. The weights of the netwok ae computed by taining the netwok. Atificial neual netwok with one hidden laye and tained by back popagation taining algoithms is used to design micostip antenna. [2],[3] A stuctue (numbe of layes, numbe of neuons in each laye, neuons activation function, leaning algoithm and taining paametes) is not known in advance. Hence the netwok model is analyzed with diffeent numbe of hidden layes in the stuctue and also the numbes of pocessing elements ae also vaied to acquie the accuacy. Hence it is concluded that thee layes one hidden laye and 25 pocessing elements in the hidden laye is the optimum netwok stuctue fo the poposed poblem 4.5. RBF Algoithm Radial basis function(rbf) netwok is a feed fowad neual netwok with a single hidden laye that uses adial basis activation functions fo hidden neuons. It consists of thee layes of neuons, Input, hidden and output. The hidden laye neuons epesent a seies of centes in the input data space. Each of these centes has an activation function, typically Gaussian. The geneation of the centes and thei widths is done using unsupevised k-means clusteing algoithm.the centes and widths ceated by this algoithm then fom the weights and biases of the hidden laye, which emain unchanged once the clusteing has been done. ( ) () Q() α = α α α d K x, x i i j i i j 2 j= Subject to the following constaints: α idi = 0 (2) 0 αi C fo i =,2,..., (3) 4. The linea weight vecto w 0 coesponding to the optimum values of the Lagange multiplies ae detemined using the following fomula: Figue 2: Achitectue of Suppot Vecto Machine

4 70 Intenational Jounal of Compute Science, Systems Engineeing and Infomation Technology 5. SIMULATIO RESULTS The vaious inputs to the netwok ae coodinates of both slots, i.e., X, X2, Y and Y2. The output of the netwok is bandwidth, i.e., f and f2 cut off fequencies. All the netwoks wee tained with 250 samples and tested with 50 samples. Fo Back Popagation etwok, the taining time is 50 seconds and taining pefomed in 290 epochs. Fo Radial Basis Function (RBF) netwok, the taining time is 40 seconds and taining pefomed in 75 epochs. SVM Classifie takes less time fo taining compaed to othe A netwoks Thus SVM pefoms taining in 3 seconds. The esults simulated using IE3D, Back Popagation etwok, RBF and SVM ae tabulated in Table. Figue 3 shows the compaison between the bandwidth obtained by IE3D, Back popagation, RBF and SVM. Table 2 shows the eo calculated in pecentage fo BP, RBF and SVM compaed with IE3D Simulated esults. Table Compaison of Band Width Results of IE3d, A, RBF and SVM BAD WIDTH I GHz L of slot W of X, Y X 2,Y 2 IE3D BP RBF SVM BW without mm slot mm coodinate coodinate slots in GHZ st slot 2 nd slot ,0.5 0, ,0.7 0, ,.0 0, ,.2 0, ,.5 0, ,2.0 0, ,2.5 0, ,3.5 0, ,4 0, (X, Y) CO-ORDIATES OF SLOT 2 & SLOT Figue 3: Bandwidth Obtained by IE3D, BP, RBF and SVM Methods fo Diffeent Positions of Slot & Slot 2

5 Suppot Vecto Machine fo Bandwidth Analysis of Slotted Micostip Antenna 7 conventional patches. The pape concludes that esults obtained using SVM techniques ae quite satisfactoy. Figue 4: Gaph Plotted Between the Pecentage of Eo in the y-axis and Slot Co-odinates in the x-axis Table 2 % of Eo Compaed with IE3d Output ERROR I % X, Y X 2,Y 2 BP RBF SVM coodinate coodinate st slot 2 nd slot 0,0.5 0, ,0.7 0, ,.0 0, ,.2 0, ,.5 0, ,2.0 0, ,2.5 0, ,3.5 0, ,4 0, COCLUSIO The inset fed micostip patch antenna is a vesatile stuctue which can be modified by the addition of simple slots in the design stuctue to ovecome selected limitations of conventional patch antennas. The antenna can povide impoved bandwidth enhancement, unde cetain conditions, while maintaining many of the desiable featues of REFERECES [] D.M. Poza, Micostip antennas, Poc IEEE 80, 79-8, 992. [2] Vandana Vikas Thakae, Pamod Singhal, Micostip Antenna Design Using Atificial eualetwoks, Wiley Peiodicals, [3] C. A. Balanis, Antenna theoy, 3d Edition, John Wiley and Sons, Hoboken, J, 997. [4] I. J. Bahl and P. Bhatia, Micostip antennas, Atech House, Dedham, MA, 980 [5] R. K. Misha and A. Patnaik, A techniques in micowave engineeing, IEEE Micowave Mag., 55 60, [6] V.. Vapnik, Statistical Leaning Theoy, ew Yok: Wiley, 998. [7]. Cistianini, and J. Shawe-Taylo, An intoduction to suppot vecto machines (and othe kenelbasedleaning methods), Cambidge Univesity Pess, [8] V. V. Thakae P. K. Singhal, Bandwidth Analysis by Intoducing Slots In Micostip Antenna Design Using A, Pogess, In Electomagnetics Reseach M, Vol. 9, 07-22, 2009 [9] Hescovici,., ew consideation in the design of micostipantenna, IEEE Tans. on Antennas Popagat., Vol. 46, o. 6, , Jun [0] G. Angiulli, M. Cacciola, and M. Vesaci, Micowave Devices and Antennas Modelling by Suppot Vecto Regession Machines, IEEE Tansactions on Magnetics, Vol. 43, Apil [] uhan Tuke Tokan, Filiz Gunes, Analysis and Synthesis of the Micostip Lines Based on Suppot Vecto Regession, Poceedings of the 38th Euopean Micowave Confeence [2] Simon Haykin, ]eual etwoks A compehensive foundation, Peason Education Asia, 200. [3] Zhang, Q. J. and K. C. Gupta, eual etwoks fo RF and Micowave Design, Atech House Publishes, 2000.

Multiband Microstrip Patch Antenna for Microwave Applications

Multiband Microstrip Patch Antenna for Microwave Applications IOSR Jounal of Electonics and Communication Engineeing (IOSR-JECE) ISSN: 2278-2834, ISBN: 2278-8735. Volume 3, Issue 5 (Sep. - Oct. 2012), PP 43-48 Multiband Micostip Patch Antenna fo Micowave Applications

More information

Software Engineering and Development

Software Engineering and Development I T H E A 67 Softwae Engineeing and Development SOFTWARE DEVELOPMENT PROCESS DYNAMICS MODELING AS STATE MACHINE Leonid Lyubchyk, Vasyl Soloshchuk Abstact: Softwae development pocess modeling is gaining

More information

Abstract. 2. Mathematical Formula To Calculate The Dimensions Of Microstrip Patch [Msp] Antenna. 1. Introduction

Abstract. 2. Mathematical Formula To Calculate The Dimensions Of Microstrip Patch [Msp] Antenna. 1. Introduction Bandwidth Enhancement and Analysis of Designed Rectangula Micostip Patch [MSP] Antenna using Compact Rectangula Slotted Technique fo Wideband Applications A. Manish Kuma Singh, B.I.E.T.Jhansi, U.P., India;

More information

Tracking/Fusion and Deghosting with Doppler Frequency from Two Passive Acoustic Sensors

Tracking/Fusion and Deghosting with Doppler Frequency from Two Passive Acoustic Sensors Tacking/Fusion and Deghosting with Dopple Fequency fom Two Passive Acoustic Sensos Rong Yang, Gee Wah Ng DSO National Laboatoies 2 Science Pak Dive Singapoe 11823 Emails: yong@dso.og.sg, ngeewah@dso.og.sg

More information

The transport performance evaluation system building of logistics enterprises

The transport performance evaluation system building of logistics enterprises Jounal of Industial Engineeing and Management JIEM, 213 6(4): 194-114 Online ISSN: 213-953 Pint ISSN: 213-8423 http://dx.doi.og/1.3926/jiem.784 The tanspot pefomance evaluation system building of logistics

More information

AN IMPLEMENTATION OF BINARY AND FLOATING POINT CHROMOSOME REPRESENTATION IN GENETIC ALGORITHM

AN IMPLEMENTATION OF BINARY AND FLOATING POINT CHROMOSOME REPRESENTATION IN GENETIC ALGORITHM AN IMPLEMENTATION OF BINARY AND FLOATING POINT CHROMOSOME REPRESENTATION IN GENETIC ALGORITHM Main Golub Faculty of Electical Engineeing and Computing, Univesity of Zageb Depatment of Electonics, Micoelectonics,

More information

HEALTHCARE INTEGRATION BASED ON CLOUD COMPUTING

HEALTHCARE INTEGRATION BASED ON CLOUD COMPUTING U.P.B. Sci. Bull., Seies C, Vol. 77, Iss. 2, 2015 ISSN 2286-3540 HEALTHCARE INTEGRATION BASED ON CLOUD COMPUTING Roxana MARCU 1, Dan POPESCU 2, Iulian DANILĂ 3 A high numbe of infomation systems ae available

More information

The Detection of Obstacles Using Features by the Horizon View Camera

The Detection of Obstacles Using Features by the Horizon View Camera The Detection of Obstacles Using Featues b the Hoizon View Camea Aami Iwata, Kunihito Kato, Kazuhiko Yamamoto Depatment of Infomation Science, Facult of Engineeing, Gifu Univesit aa@am.info.gifu-u.ac.jp

More information

ON THE (Q, R) POLICY IN PRODUCTION-INVENTORY SYSTEMS

ON THE (Q, R) POLICY IN PRODUCTION-INVENTORY SYSTEMS ON THE R POLICY IN PRODUCTION-INVENTORY SYSTEMS Saifallah Benjaafa and Joon-Seok Kim Depatment of Mechanical Engineeing Univesity of Minnesota Minneapolis MN 55455 Abstact We conside a poduction-inventoy

More information

Reduced Pattern Training Based on Task Decomposition Using Pattern Distributor

Reduced Pattern Training Based on Task Decomposition Using Pattern Distributor > PNN05-P762 < Reduced Patten Taining Based on Task Decomposition Using Patten Distibuto Sheng-Uei Guan, Chunyu Bao, and TseNgee Neo Abstact Task Decomposition with Patten Distibuto (PD) is a new task

More information

A framework for the selection of enterprise resource planning (ERP) system based on fuzzy decision making methods

A framework for the selection of enterprise resource planning (ERP) system based on fuzzy decision making methods A famewok fo the selection of entepise esouce planning (ERP) system based on fuzzy decision making methods Omid Golshan Tafti M.s student in Industial Management, Univesity of Yazd Omidgolshan87@yahoo.com

More information

YARN PROPERTIES MEASUREMENT: AN OPTICAL APPROACH

YARN PROPERTIES MEASUREMENT: AN OPTICAL APPROACH nd INTERNATIONAL TEXTILE, CLOTHING & ESIGN CONFERENCE Magic Wold of Textiles Octobe 03 d to 06 th 004, UBROVNIK, CROATIA YARN PROPERTIES MEASUREMENT: AN OPTICAL APPROACH Jana VOBOROVA; Ashish GARG; Bohuslav

More information

Automatic Testing of Neighbor Discovery Protocol Based on FSM and TTCN*

Automatic Testing of Neighbor Discovery Protocol Based on FSM and TTCN* Automatic Testing of Neighbo Discovey Potocol Based on FSM and TTCN* Zhiliang Wang, Xia Yin, Haibin Wang, and Jianping Wu Depatment of Compute Science, Tsinghua Univesity Beijing, P. R. China, 100084 Email:

More information

Modal Characteristics study of CEM-1 Single-Layer Printed Circuit Board Using Experimental Modal Analysis

Modal Characteristics study of CEM-1 Single-Layer Printed Circuit Board Using Experimental Modal Analysis Available online at www.sciencediect.com Pocedia Engineeing 41 (2012 ) 1360 1366 Intenational Symposium on Robotics and Intelligent Sensos 2012 (IRIS 2012) Modal Chaacteistics study of CEM-1 Single-Laye

More information

INITIAL MARGIN CALCULATION ON DERIVATIVE MARKETS OPTION VALUATION FORMULAS

INITIAL MARGIN CALCULATION ON DERIVATIVE MARKETS OPTION VALUATION FORMULAS INITIAL MARGIN CALCULATION ON DERIVATIVE MARKETS OPTION VALUATION FORMULAS Vesion:.0 Date: June 0 Disclaime This document is solely intended as infomation fo cleaing membes and othes who ae inteested in

More information

Strength Analysis and Optimization Design about the key parts of the Robot

Strength Analysis and Optimization Design about the key parts of the Robot Intenational Jounal of Reseach in Engineeing and Science (IJRES) ISSN (Online): 2320-9364, ISSN (Pint): 2320-9356 www.ijes.og Volume 3 Issue 3 ǁ Mach 2015 ǁ PP.25-29 Stength Analysis and Optimization Design

More information

Ilona V. Tregub, ScD., Professor

Ilona V. Tregub, ScD., Professor Investment Potfolio Fomation fo the Pension Fund of Russia Ilona V. egub, ScD., Pofesso Mathematical Modeling of Economic Pocesses Depatment he Financial Univesity unde the Govenment of the Russian Fedeation

More information

Effect of Contention Window on the Performance of IEEE 802.11 WLANs

Effect of Contention Window on the Performance of IEEE 802.11 WLANs Effect of Contention Window on the Pefomance of IEEE 82.11 WLANs Yunli Chen and Dhama P. Agawal Cente fo Distibuted and Mobile Computing, Depatment of ECECS Univesity of Cincinnati, OH 45221-3 {ychen,

More information

Mobile Phone Antenna with Reduced Radiation into Inner Ear

Mobile Phone Antenna with Reduced Radiation into Inner Ear Int. J. Communications, Netwok and System Sciences, 2014, 7, 474-484 Published Online Novembe 2014 in SciRes. http://www.scip.og/jounal/ijcns http://dx.doi.og/10.4236/ijcns.2014.711048 Mobile Phone Antenna

More information

Pessu Behavior Analysis for Autologous Fluidations

Pessu Behavior Analysis for Autologous Fluidations EXPERIENCE OF USING A CFD CODE FOR ESTIMATING THE NOISE GENERATED BY GUSTS ALONG THE SUN- ROOF OF A CAR Liang S. Lai* 1, Geogi S. Djambazov 1, Choi -H. Lai 1, Koulis A. Peicleous 1, and Fédéic Magoulès

More information

Research on Risk Assessment of the Transformer Based on Life Cycle Cost

Research on Risk Assessment of the Transformer Based on Life Cycle Cost ntenational Jounal of Smat Gid and lean Enegy eseach on isk Assessment of the Tansfome Based on Life ycle ost Hui Zhou a, Guowei Wu a, Weiwei Pan a, Yunhe Hou b, hong Wang b * a Zhejiang Electic Powe opoation,

More information

Evaluating the impact of Blade Server and Virtualization Software Technologies on the RIT Datacenter

Evaluating the impact of Blade Server and Virtualization Software Technologies on the RIT Datacenter Evaluating the impact of and Vitualization Softwae Technologies on the RIT Datacente Chistophe M Butle Vitual Infastuctue Administato Rocheste Institute of Technology s Datacente Contact: chis.butle@it.edu

More information

STABILITY ANALYSIS IN MILLING BASED ON OPERATIONAL MODAL DATA 1. INTRODUCTION

STABILITY ANALYSIS IN MILLING BASED ON OPERATIONAL MODAL DATA 1. INTRODUCTION Jounal of Machine Engineeing, Vol. 11, No. 4, 211 Batosz POWALKA 1 Macin CHODZKO 1 Kzysztof JEMIELNIAK 2 milling, chatte, opeational modal analysis STABILITY ANALYSIS IN MILLING BASED ON OPERATIONAL MODAL

More information

est using the formula I = Prt, where I is the interest earned, P is the principal, r is the interest rate, and t is the time in years.

est using the formula I = Prt, where I is the interest earned, P is the principal, r is the interest rate, and t is the time in years. 9.2 Inteest Objectives 1. Undestand the simple inteest fomula. 2. Use the compound inteest fomula to find futue value. 3. Solve the compound inteest fomula fo diffeent unknowns, such as the pesent value,

More information

STUDENT RESPONSE TO ANNUITY FORMULA DERIVATION

STUDENT RESPONSE TO ANNUITY FORMULA DERIVATION Page 1 STUDENT RESPONSE TO ANNUITY FORMULA DERIVATION C. Alan Blaylock, Hendeson State Univesity ABSTRACT This pape pesents an intuitive appoach to deiving annuity fomulas fo classoom use and attempts

More information

Mining Relatedness Graphs for Data Integration

Mining Relatedness Graphs for Data Integration Mining Relatedness Gaphs fo Data Integation Jeemy T. Engle (jtengle@indiana.edu) Ying Feng (yingfeng@indiana.edu) Robet L. Goldstone (goldsto@indiana.edu) Indiana Univesity Bloomington, IN. 47405 USA Abstact

More information

Electricity transmission network optimization model of supply and demand the case in Taiwan electricity transmission system

Electricity transmission network optimization model of supply and demand the case in Taiwan electricity transmission system Electicity tansmission netwok optimization model of supply and demand the case in Taiwan electicity tansmission system Miao-Sheng Chen a Chien-Liang Wang b,c, Sheng-Chuan Wang d,e a Taichung Banch Gaduate

More information

Statistics and Data Analysis

Statistics and Data Analysis Pape 274-25 An Extension to SAS/OR fo Decision System Suppot Ali Emouznead Highe Education Funding Council fo England, Nothavon house, Coldhabou Lane, Bistol, BS16 1QD U.K. ABSTRACT This pape exploes the

More information

Concept and Experiences on using a Wiki-based System for Software-related Seminar Papers

Concept and Experiences on using a Wiki-based System for Software-related Seminar Papers Concept and Expeiences on using a Wiki-based System fo Softwae-elated Semina Papes Dominik Fanke and Stefan Kowalewski RWTH Aachen Univesity, 52074 Aachen, Gemany, {fanke, kowalewski}@embedded.wth-aachen.de,

More information

An Epidemic Model of Mobile Phone Virus

An Epidemic Model of Mobile Phone Virus An Epidemic Model of Mobile Phone Vius Hui Zheng, Dong Li, Zhuo Gao 3 Netwok Reseach Cente, Tsinghua Univesity, P. R. China zh@tsinghua.edu.cn School of Compute Science and Technology, Huazhong Univesity

More information

Cloud Service Reliability: Modeling and Analysis

Cloud Service Reliability: Modeling and Analysis Cloud Sevice eliability: Modeling and Analysis Yuan-Shun Dai * a c, Bo Yang b, Jack Dongaa a, Gewei Zhang c a Innovative Computing Laboatoy, Depatment of Electical Engineeing & Compute Science, Univesity

More information

Improving Software Effort Estimation Using Neuro-Fuzzy Model with SEER-SEM

Improving Software Effort Estimation Using Neuro-Fuzzy Model with SEER-SEM Global Jounal of Compute Science and Technology Vol. 10 Issue 12 (Ve. 1.0) Octobe 2010 a g e 51 Impoving Softwae Effot Estimation Using Neuo-Fuzzy Model with SEER-SEM Wei Lin Du 1, Danny Ho 2, Luiz Fenando

More information

Continuous Compounding and Annualization

Continuous Compounding and Annualization Continuous Compounding and Annualization Philip A. Viton Januay 11, 2006 Contents 1 Intoduction 1 2 Continuous Compounding 2 3 Pesent Value with Continuous Compounding 4 4 Annualization 5 5 A Special Poblem

More information

METHODOLOGICAL APPROACH TO STRATEGIC PERFORMANCE OPTIMIZATION

METHODOLOGICAL APPROACH TO STRATEGIC PERFORMANCE OPTIMIZATION ETHODOOGICA APPOACH TO STATEGIC PEFOANCE OPTIIZATION ao Hell * Stjepan Vidačić ** Željo Gaača *** eceived: 4. 07. 2009 Peliminay communication Accepted: 5. 0. 2009 UDC 65.02.4 This pape pesents a matix

More information

Analyzing Ballistic Missile Defense System Effectiveness Based on Functional Dependency Network Analysis

Analyzing Ballistic Missile Defense System Effectiveness Based on Functional Dependency Network Analysis Send Odes fo Repints to epints@benthamscience.ae 678 The Open Cybenetics & Systemics Jounal, 2015, 9, 678-682 Open Access Analyzing Ballistic Missile Defense System Effectiveness Based on Functional Dependency

More information

MATHEMATICAL SIMULATION OF MASS SPECTRUM

MATHEMATICAL SIMULATION OF MASS SPECTRUM MATHEMATICA SIMUATION OF MASS SPECTUM.Beánek, J.Knížek, Z. Pulpán 3, M. Hubálek 4, V. Novák Univesity of South Bohemia, Ceske Budejovice, Chales Univesity, Hadec Kalove, 3 Univesity of Hadec Kalove, Hadec

More information

who supply the system vectors for their JVM products. 1 HBench:Java will work best with support from JVM vendors

who supply the system vectors for their JVM products. 1 HBench:Java will work best with support from JVM vendors Appeaed in the ACM Java Gande 2000 Confeence, San Fancisco, Califonia, June 3-5, 2000 HBench:Java: An Application-Specific Benchmaking Famewok fo Java Vitual Machines Xiaolan Zhang Mago Seltze Division

More information

High Availability Replication Strategy for Deduplication Storage System

High Availability Replication Strategy for Deduplication Storage System Zhengda Zhou, Jingli Zhou College of Compute Science and Technology, Huazhong Univesity of Science and Technology, *, zhouzd@smail.hust.edu.cn jlzhou@mail.hust.edu.cn Abstact As the amount of digital data

More information

Chapter 3 Savings, Present Value and Ricardian Equivalence

Chapter 3 Savings, Present Value and Ricardian Equivalence Chapte 3 Savings, Pesent Value and Ricadian Equivalence Chapte Oveview In the pevious chapte we studied the decision of households to supply hous to the labo maket. This decision was a static decision,

More information

Questions & Answers Chapter 10 Software Reliability Prediction, Allocation and Demonstration Testing

Questions & Answers Chapter 10 Software Reliability Prediction, Allocation and Demonstration Testing M13914 Questions & Answes Chapte 10 Softwae Reliability Pediction, Allocation and Demonstation Testing 1. Homewok: How to deive the fomula of failue ate estimate. λ = χ α,+ t When the failue times follow

More information

PAN STABILITY TESTING OF DC CIRCUITS USING VARIATIONAL METHODS XVIII - SPETO - 1995. pod patronatem. Summary

PAN STABILITY TESTING OF DC CIRCUITS USING VARIATIONAL METHODS XVIII - SPETO - 1995. pod patronatem. Summary PCE SEMINIUM Z PODSTW ELEKTOTECHNIKI I TEOII OBWODÓW 8 - TH SEMIN ON FUNDMENTLS OF ELECTOTECHNICS ND CICUIT THEOY ZDENĚK BIOLEK SPŠE OŽNO P.., CZECH EPUBLIC DLIBO BIOLEK MILITY CDEMY, BNO, CZECH EPUBLIC

More information

Power Monitoring and Control for Electric Home Appliances Based on Power Line Communication

Power Monitoring and Control for Electric Home Appliances Based on Power Line Communication I²MTC 2008 IEEE Intenational Instumentation and Measuement Technology Confeence Victoia, Vancouve Island, Canada, May 12 15, 2008 Powe Monitoing and Contol fo Electic Home Appliances Based on Powe Line

More information

An Approach to Optimized Resource Allocation for Cloud Simulation Platform

An Approach to Optimized Resource Allocation for Cloud Simulation Platform An Appoach to Optimized Resouce Allocation fo Cloud Simulation Platfom Haitao Yuan 1, Jing Bi 2, Bo Hu Li 1,3, Xudong Chai 3 1 School of Automation Science and Electical Engineeing, Beihang Univesity,

More information

Timing Synchronization in High Mobility OFDM Systems

Timing Synchronization in High Mobility OFDM Systems Timing Synchonization in High Mobility OFDM Systems Yasamin Mostofi Depatment of Electical Engineeing Stanfod Univesity Stanfod, CA 94305, USA Email: yasi@wieless.stanfod.edu Donald C. Cox Depatment of

More information

Explicit, analytical solution of scaling quantum graphs. Abstract

Explicit, analytical solution of scaling quantum graphs. Abstract Explicit, analytical solution of scaling quantum gaphs Yu. Dabaghian and R. Blümel Depatment of Physics, Wesleyan Univesity, Middletown, CT 06459-0155, USA E-mail: ydabaghian@wesleyan.edu (Januay 6, 2003)

More information

On the Algorithmic Implementation of Multiclass Kernel-based Vector Machines

On the Algorithmic Implementation of Multiclass Kernel-based Vector Machines Jounal of Machine Leaning Reseach 2 (2001) 265-292 Submitted 03/01; Published 12/01 On the Algoithmic Implementation of Multiclass Kenel-based Vecto Machines Koby Camme Yoam Singe School of Compute Science

More information

Predictive Control of Permanent Magnet Synchronous Motor Based on Optimization Model Algorithmic Control

Predictive Control of Permanent Magnet Synchronous Motor Based on Optimization Model Algorithmic Control Pedictive Contol of Pemanent Magnet Synchonous Moto Based on Optimization Model Algoithmic Contol 1 Chen Junshuo, 2 Liu Jinglin, 3 Zhang Ying *1, Chen Junshuo School of Automation, Nothwesten Ploytechnical

More information

FXA 2008. Candidates should be able to : Describe how a mass creates a gravitational field in the space around it.

FXA 2008. Candidates should be able to : Describe how a mass creates a gravitational field in the space around it. Candidates should be able to : Descibe how a mass ceates a gavitational field in the space aound it. Define gavitational field stength as foce pe unit mass. Define and use the peiod of an object descibing

More information

Distributed Computing and Big Data: Hadoop and MapReduce

Distributed Computing and Big Data: Hadoop and MapReduce Distibuted Computing and Big Data: Hadoop and Map Bill Keenan, Diecto Tey Heinze, Achitect Thomson Reutes Reseach & Development Agenda R&D Oveview Hadoop and Map Oveview Use Case: Clusteing Legal Documents

More information

DETC2002/MECH-34317 A FINGER MECHANISM FOR ADAPTIVE END EFFECTORS

DETC2002/MECH-34317 A FINGER MECHANISM FOR ADAPTIVE END EFFECTORS Poceedings of DETC ASME Design Engineeing Technical Confeence and Computes and Infomation in Engineeing Confeence Monteal, Canada, Septembe 9-Octobe, DETC/MECH-34317 A FINGER MECHANISM FOR ADAPTIVE END

More information

DIFFERENT TYPES OF HUMAN HEAD SHAPES FOR CELLULAR PHONE EXPOSURE ON ELECTROMAGNETIC ABSORPTION

DIFFERENT TYPES OF HUMAN HEAD SHAPES FOR CELLULAR PHONE EXPOSURE ON ELECTROMAGNETIC ABSORPTION DIFFERENT TYPES OF HUMAN HEAD SHAPES FOR CELLULAR PHONE EXPOSURE ON ELECTROMAGNETIC ABSORPTION Mohammad Rashed Iqbal Fauque* #1, Mohammad Taiqul Islam* 2, Nobahiah Misan* #3 * Institute of Space Science

More information

Modeling and Verifying a Price Model for Congestion Control in Computer Networks Using PROMELA/SPIN

Modeling and Verifying a Price Model for Congestion Control in Computer Networks Using PROMELA/SPIN Modeling and Veifying a Pice Model fo Congestion Contol in Compute Netwoks Using PROMELA/SPIN Clement Yuen and Wei Tjioe Depatment of Compute Science Univesity of Toonto 1 King s College Road, Toonto,

More information

Optimizing Content Retrieval Delay for LT-based Distributed Cloud Storage Systems

Optimizing Content Retrieval Delay for LT-based Distributed Cloud Storage Systems Optimizing Content Retieval Delay fo LT-based Distibuted Cloud Stoage Systems Haifeng Lu, Chuan Heng Foh, Yonggang Wen, and Jianfei Cai School of Compute Engineeing, Nanyang Technological Univesity, Singapoe

More information

A formalism of ontology to support a software maintenance knowledge-based system

A formalism of ontology to support a software maintenance knowledge-based system A fomalism of ontology to suppot a softwae maintenance knowledge-based system Alain Apil 1, Jean-Mac Deshanais 1, and Reine Dumke 2 1 École de Technologie Supéieue, 1100 Note-Dame West, Monteal, Canada

More information

Trading Volume and Serial Correlation in Stock Returns in Pakistan. Abstract

Trading Volume and Serial Correlation in Stock Returns in Pakistan. Abstract Tading Volume and Seial Coelation in Stock Retuns in Pakistan Khalid Mustafa Assistant Pofesso Depatment of Economics, Univesity of Kaachi e-mail: khalidku@yahoo.com and Mohammed Nishat Pofesso and Chaiman,

More information

Comparing Availability of Various Rack Power Redundancy Configurations

Comparing Availability of Various Rack Power Redundancy Configurations Compaing Availability of Vaious Rack Powe Redundancy Configuations White Pape 48 Revision by Victo Avela > Executive summay Tansfe switches and dual-path powe distibution to IT equipment ae used to enhance

More information

Definitions and terminology

Definitions and terminology I love the Case & Fai textbook but it is out of date with how monetay policy woks today. Please use this handout to supplement the chapte on monetay policy. The textbook assumes that the Fedeal Reseve

More information

Comparing Availability of Various Rack Power Redundancy Configurations

Comparing Availability of Various Rack Power Redundancy Configurations Compaing Availability of Vaious Rack Powe Redundancy Configuations By Victo Avela White Pape #48 Executive Summay Tansfe switches and dual-path powe distibution to IT equipment ae used to enhance the availability

More information

Chapter 2 Valiant Load-Balancing: Building Networks That Can Support All Traffic Matrices

Chapter 2 Valiant Load-Balancing: Building Networks That Can Support All Traffic Matrices Chapte 2 Valiant Load-Balancing: Building etwoks That Can Suppot All Taffic Matices Rui Zhang-Shen Abstact This pape is a bief suvey on how Valiant load-balancing (VLB) can be used to build netwoks that

More information

Development of Canned Cycle for CNC Milling Machine

Development of Canned Cycle for CNC Milling Machine Development of Canned Cycle fo CNC Milling Machine S.N Sheth 1, Pof. A.N.Rathou 2 1 Schola, Depatment of mechanical Engineeing, C.U SHAH College of Engineeing & Technology 2 Pofesso, Depatment of mechanical

More information

College of Engineering Bachelor of Computer Science

College of Engineering Bachelor of Computer Science 2 0 0 7 w w w. c n u a s. e d u College of Engineeing Bachelo of Compute Science This bochue Details the BACHELOR OF COMPUTER SCIENCE PROGRAM available though CNU s College of Engineeing. Fo ou most up-to-date

More information

Gravitational Mechanics of the Mars-Phobos System: Comparing Methods of Orbital Dynamics Modeling for Exploratory Mission Planning

Gravitational Mechanics of the Mars-Phobos System: Comparing Methods of Orbital Dynamics Modeling for Exploratory Mission Planning Gavitational Mechanics of the Mas-Phobos System: Compaing Methods of Obital Dynamics Modeling fo Exploatoy Mission Planning Alfedo C. Itualde The Pennsylvania State Univesity, Univesity Pak, PA, 6802 This

More information

An application of stochastic programming in solving capacity allocation and migration planning problem under uncertainty

An application of stochastic programming in solving capacity allocation and migration planning problem under uncertainty An application of stochastic pogamming in solving capacity allocation and migation planning poblem unde uncetainty Yin-Yann Chen * and Hsiao-Yao Fan Depatment of Industial Management, National Fomosa Univesity,

More information

SELF-INDUCTANCE AND INDUCTORS

SELF-INDUCTANCE AND INDUCTORS MISN-0-144 SELF-INDUCTANCE AND INDUCTORS SELF-INDUCTANCE AND INDUCTORS by Pete Signell Michigan State Univesity 1. Intoduction.............................................. 1 A 2. Self-Inductance L.........................................

More information

An Efficient Group Key Agreement Protocol for Ad hoc Networks

An Efficient Group Key Agreement Protocol for Ad hoc Networks An Efficient Goup Key Ageement Potocol fo Ad hoc Netwoks Daniel Augot, Raghav haska, Valéie Issany and Daniele Sacchetti INRIA Rocquencout 78153 Le Chesnay Fance {Daniel.Augot, Raghav.haska, Valéie.Issany,

More information

Converting knowledge Into Practice

Converting knowledge Into Practice Conveting knowledge Into Pactice Boke Nightmae srs Tend Ride By Vladimi Ribakov Ceato of Pips Caie 20 of June 2010 2 0 1 0 C o p y i g h t s V l a d i m i R i b a k o v 1 Disclaime and Risk Wanings Tading

More information

VISCOSITY OF BIO-DIESEL FUELS

VISCOSITY OF BIO-DIESEL FUELS VISCOSITY OF BIO-DIESEL FUELS One of the key assumptions fo ideal gases is that the motion of a given paticle is independent of any othe paticles in the system. With this assumption in place, one can use

More information

Things to Remember. r Complete all of the sections on the Retirement Benefit Options form that apply to your request.

Things to Remember. r Complete all of the sections on the Retirement Benefit Options form that apply to your request. Retiement Benefit 1 Things to Remembe Complete all of the sections on the Retiement Benefit fom that apply to you equest. If this is an initial equest, and not a change in a cuent distibution, emembe to

More information

Energy Efficient Cache Invalidation in a Mobile Environment

Energy Efficient Cache Invalidation in a Mobile Environment Enegy Efficient Cache Invalidation in a Mobile Envionment Naottam Chand, Ramesh Chanda Joshi, Manoj Misa Electonics & Compute Engineeing Depatment Indian Institute of Technology, Rookee - 247 667. INDIA

More information

Towards Automatic Update of Access Control Policy

Towards Automatic Update of Access Control Policy Towads Automatic Update of Access Contol Policy Jinwei Hu, Yan Zhang, and Ruixuan Li Intelligent Systems Laboatoy, School of Computing and Mathematics Univesity of Westen Sydney, Sydney 1797, Austalia

More information

An Analysis of Manufacturer Benefits under Vendor Managed Systems

An Analysis of Manufacturer Benefits under Vendor Managed Systems An Analysis of Manufactue Benefits unde Vendo Managed Systems Seçil Savaşaneil Depatment of Industial Engineeing, Middle East Technical Univesity, 06531, Ankaa, TURKEY secil@ie.metu.edu.t Nesim Ekip 1

More information

A Two-Step Tabu Search Heuristic for Multi-Period Multi-Site Assignment Problem with Joint Requirement of Multiple Resource Types

A Two-Step Tabu Search Heuristic for Multi-Period Multi-Site Assignment Problem with Joint Requirement of Multiple Resource Types Aticle A Two-Step Tabu Seach Heuistic fo Multi-Peiod Multi-Site Assignment Poblem with Joint Requiement of Multiple Resouce Types Siavit Swangnop and Paveena Chaovalitwongse* Depatment of Industial Engineeing,

More information

Magnetic Bearing with Radial Magnetized Permanent Magnets

Magnetic Bearing with Radial Magnetized Permanent Magnets Wold Applied Sciences Jounal 23 (4): 495-499, 2013 ISSN 1818-4952 IDOSI Publications, 2013 DOI: 10.5829/idosi.wasj.2013.23.04.23080 Magnetic eaing with Radial Magnetized Pemanent Magnets Vyacheslav Evgenevich

More information

AN INTEGRATED MOBILE MAPPING SYSTEM FOR DATA ACQUISITION AND AUTOMATED ASSET EXTRACTION

AN INTEGRATED MOBILE MAPPING SYSTEM FOR DATA ACQUISITION AND AUTOMATED ASSET EXTRACTION AN INTEGRATED MOBILE MAPPING SYSTEM FOR DATA ACQUISITION AND AUTOMATED ASSET EXTRACTION T. Kingston a, V. Gikas b *, C. Laflamme a, C. Laouche a a GEO-3D Inc, 9655 Ignace St., Suite L, Bossad (QC, J4Y

More information

Supplementary Material for EpiDiff

Supplementary Material for EpiDiff Supplementay Mateial fo EpiDiff Supplementay Text S1. Pocessing of aw chomatin modification data In ode to obtain the chomatin modification levels in each of the egions submitted by the use QDCMR module

More information

FIRST EXPERIENCES WITH THE DEFORMATION ANALYSIS OF A LARGE DAM COMBINING LASERSCANNING AND HIGH-ACCURACY SURVEYING

FIRST EXPERIENCES WITH THE DEFORMATION ANALYSIS OF A LARGE DAM COMBINING LASERSCANNING AND HIGH-ACCURACY SURVEYING FIRST EXPERIENCES WITH THE DEFORMATION ANALYSIS OF A LARGE DAM COMBINING LASERSCANNING AND HIGH-ACCURACY SURVEYING Diego González Aguilea a*, Javie Gómez Lahoz a and José Antonio Sánchez Seano b a Land

More information

INVESTIGATION OF FLOW INSIDE AN AXIAL-FLOW PUMP OF GV IMP TYPE

INVESTIGATION OF FLOW INSIDE AN AXIAL-FLOW PUMP OF GV IMP TYPE 1 INVESTIGATION OF FLOW INSIDE AN AXIAL-FLOW PUMP OF GV IMP TYPE ANATOLIY A. YEVTUSHENKO 1, ALEXEY N. KOCHEVSKY 1, NATALYA A. FEDOTOVA 1, ALEXANDER Y. SCHELYAEV 2, VLADIMIR N. KONSHIN 2 1 Depatment of

More information

Real Time Tracking of High Speed Movements in the Context of a Table Tennis Application

Real Time Tracking of High Speed Movements in the Context of a Table Tennis Application Real Time Tacking of High Speed Movements in the Context of a Table Tennis Application Stephan Rusdof Chemnitz Univesity of Technology D-09107, Chemnitz, Gemany +49 371 531 1533 stephan.usdof@infomatik.tu-chemnitz.de

More information

IBM Research Smarter Transportation Analytics

IBM Research Smarter Transportation Analytics IBM Reseach Smate Tanspotation Analytics Laua Wynte PhD, Senio Reseach Scientist, IBM Watson Reseach Cente lwynte@us.ibm.com INSTRUMENTED We now have the ability to measue, sense and see the exact condition

More information

Memory-Aware Sizing for In-Memory Databases

Memory-Aware Sizing for In-Memory Databases Memoy-Awae Sizing fo In-Memoy Databases Kasten Molka, Giuliano Casale, Thomas Molka, Laua Mooe Depatment of Computing, Impeial College London, United Kingdom {k.molka3, g.casale}@impeial.ac.uk SAP HANA

More information

UNIVERSIDAD DE CANTABRIA TESIS DOCTORAL

UNIVERSIDAD DE CANTABRIA TESIS DOCTORAL UNIVERSIDAD DE CANABRIA Depatamento de Ingenieía de Comunicaciones ESIS DOCORAL Cyogenic echnology in the Micowave Engineeing: Application to MIC and MMIC Vey Low Noise Amplifie Design Juan Luis Cano de

More information

How Much Should a Firm Borrow. Effect of tax shields. Capital Structure Theory. Capital Structure & Corporate Taxes

How Much Should a Firm Borrow. Effect of tax shields. Capital Structure Theory. Capital Structure & Corporate Taxes How Much Should a Fim Boow Chapte 19 Capital Stuctue & Copoate Taxes Financial Risk - Risk to shaeholdes esulting fom the use of debt. Financial Leveage - Incease in the vaiability of shaeholde etuns that

More information

Channel selection in e-commerce age: A strategic analysis of co-op advertising models

Channel selection in e-commerce age: A strategic analysis of co-op advertising models Jounal of Industial Engineeing and Management JIEM, 013 6(1):89-103 Online ISSN: 013-0953 Pint ISSN: 013-843 http://dx.doi.og/10.396/jiem.664 Channel selection in e-commece age: A stategic analysis of

More information

They aim to select the best services that satisfy the user s. other providers infrastructures and utility services to run

They aim to select the best services that satisfy the user s. other providers infrastructures and utility services to run End-to-End Qo Mapping and Aggegation fo electing Cloud evices Raed Kaim, Chen Ding, Ali Mii Depatment of Compute cience Ryeson Univesity, Toonto, Canada 2kaim@yeson.ca, cding@scs.yeson.ca, ali.mii@yeson.ca

More information

An Introduction to Omega

An Introduction to Omega An Intoduction to Omega Con Keating and William F. Shadwick These distibutions have the same mean and vaiance. Ae you indiffeent to thei isk-ewad chaacteistics? The Finance Development Cente 2002 1 Fom

More information

Unveiling the MPLS Structure on Internet Topology

Unveiling the MPLS Structure on Internet Topology Unveiling the MPLS Stuctue on Intenet Topology Gabiel Davila Revelo, Mauicio Andeson Ricci, Benoit Donnet, José Ignacio Alvaez-Hamelin INTECIN, Facultad de Ingenieía, Univesidad de Buenos Aies Agentina

More information

Secure Smartcard-Based Fingerprint Authentication

Secure Smartcard-Based Fingerprint Authentication Secue Smatcad-Based Fingepint Authentication [full vesion] T. Chales Clancy Compute Science Univesity of Mayland, College Pak tcc@umd.edu Nega Kiyavash, Dennis J. Lin Electical and Compute Engineeing Univesity

More information

Alarm transmission through Radio and GSM networks

Alarm transmission through Radio and GSM networks Alam tansmission though Radio and GSM netwoks 2015 Alam tansmission though Radio netwok RR-IP12 RL10 E10C E10C LAN RL1 0 R11 T10 (T10U) Windows MONAS MS NETWORK MCI > GNH > GND > +E > DATA POWER DATA BUS

More information

Peer-to-Peer File Sharing Game using Correlated Equilibrium

Peer-to-Peer File Sharing Game using Correlated Equilibrium Pee-to-Pee File Shaing Game using Coelated Equilibium Beibei Wang, Zhu Han, and K. J. Ray Liu Depatment of Electical and Compute Engineeing and Institute fo Systems Reseach, Univesity of Mayland, College

More information

A Study on the Conducted Interference of Capacitor Charging Power Supply

A Study on the Conducted Interference of Capacitor Charging Power Supply Enegy and Powe Engineeing, 13, 5, 1134-1138 doi:1.436/epe.13.54b16 Published Online July 13 (http://www.scip.og/jounal/epe) A Study on the Conducted Inteeence o Capacito Chaging Powe Supply Xiao Han 1,

More information

Feature Extraction based Approaches for Improving the Performance of Intrusion Detection Systems

Feature Extraction based Approaches for Improving the Performance of Intrusion Detection Systems , Mach 18-20, 2015, Hong Kong Featue Extaction based Appoaches fo Impoving the Pefomance of Intusion Detection Systems Long-Sheng Chen*, Jhih-Siang Syu Abstact In ecent yeas, the apid development of infomation

More information

Deflection of Electrons by Electric and Magnetic Fields

Deflection of Electrons by Electric and Magnetic Fields Physics 233 Expeiment 42 Deflection of Electons by Electic and Magnetic Fields Refeences Loain, P. and D.R. Coson, Electomagnetism, Pinciples and Applications, 2nd ed., W.H. Feeman, 199. Intoduction An

More information

Design of Wind Energy System on the Building Tower Applications

Design of Wind Energy System on the Building Tower Applications ISSN(Online): 39-8753 ISSN (Pint) :347-67 (An ISO 397: 7 Cetified Oganization) Vol. 4, Issue, Febuay 5 Design of Wind Enegy System on the Building owe Applications D.Anusha, L V Suesh Kuma, G.V. Nagesh

More information

Over-encryption: Management of Access Control Evolution on Outsourced Data

Over-encryption: Management of Access Control Evolution on Outsourced Data Ove-encyption: Management of Access Contol Evolution on Outsouced Data Sabina De Capitani di Vimecati DTI - Univesità di Milano 26013 Cema - Italy decapita@dti.unimi.it Stefano Paaboschi DIIMM - Univesità

More information

Firstmark Credit Union Commercial Loan Department

Firstmark Credit Union Commercial Loan Department Fistmak Cedit Union Commecial Loan Depatment Thank you fo consideing Fistmak Cedit Union as a tusted souce to meet the needs of you business. Fistmak Cedit Union offes a wide aay of business loans and

More information

9:6.4 Sample Questions/Requests for Managing Underwriter Candidates

9:6.4 Sample Questions/Requests for Managing Underwriter Candidates 9:6.4 INITIAL PUBLIC OFFERINGS 9:6.4 Sample Questions/Requests fo Managing Undewite Candidates Recent IPO Expeience Please povide a list of all completed o withdawn IPOs in which you fim has paticipated

More information

Scheduling Hadoop Jobs to Meet Deadlines

Scheduling Hadoop Jobs to Meet Deadlines Scheduling Hadoop Jobs to Meet Deadlines Kamal Kc, Kemafo Anyanwu Depatment of Compute Science Noth Caolina State Univesity {kkc,kogan}@ncsu.edu Abstact Use constaints such as deadlines ae impotant equiements

More information

Adaptive Queue Management with Restraint on Non-Responsive Flows

Adaptive Queue Management with Restraint on Non-Responsive Flows Adaptive Queue Management wi Restaint on Non-Responsive Flows Lan Li and Gyungho Lee Depatment of Electical and Compute Engineeing Univesity of Illinois at Chicago 85 S. Mogan Steet Chicago, IL 667 {lli,

More information

A Glossary Of Complex Envelope Vectoization And Its Working Principle

A Glossary Of Complex Envelope Vectoization And Its Working Principle Complex Envelope Vectoization fo the solution of mid-high fequency acoustic poblems A. Sestiei Depatment of Mechanical and Aeospace Engineeing Univesity of Rome la Sapienza Pesentation layout - Low fequency

More information

Give me all I pay for Execution Guarantees in Electronic Commerce Payment Processes

Give me all I pay for Execution Guarantees in Electronic Commerce Payment Processes Give me all I pay fo Execution Guaantees in Electonic Commece Payment Pocesses Heiko Schuldt Andei Popovici Hans-Jög Schek Email: Database Reseach Goup Institute of Infomation Systems ETH Zentum, 8092

More information