A new definition of the fractional Laplacian

Size: px
Start display at page:

Download "A new definition of the fractional Laplacian"

Transcription

1 A new efinition of the fractional Laplacian W. Chen imula Reearch Laboratory, P. O. Box. 34, NO-325 Lyaker, Norway (9 eptember 2002) Keywor: fractional Laplacian, fractional erivative, Riez potential, Green econ ientity, hyper-ingularity, bounary conition. Introuction The fractional Laplacian an the fractional erivative are two ifferent mathematical concept (amko et al, 987). Both are efine through a ingular convolution integral, but the former i guarantee to be the poitive efinition via the Riez potential a the tanar Laplace operator, while the latter via the Riemann-Liouville integral i not. It i note that the fractional Laplacian can not be interprete by the fractional erivative in the ene of either Riemann-Liouville or Caputo. Both the fractional Laplacian an the fractional erivative have foun application in many complicate engineering problem. In particular, the fractional Laplacian attract new attention in recent year owing to it unique capability ecribing anomalou iffuion problem (Hanyga, 200). It i, however, note that the tanar efinition of the fractional Laplacian lea to a hyper-ingular convolution integral an i alo obcure about how to implement the bounary conition. Thi purpoe of thi note i to introuce a new efinition of the fractional Laplacian to overcome thee major rawback. Thi tuy i carrie out with the ongoing project of mathematical an numerical moeling of meical ultraoun wave propagation ponore by the imula Reearch Laboratory in Norway.

2 2. Riez potential an fractional Laplacian The fractional Laplacian i commonly coniere the invere of the Riez potential (Gorenflo an Mainari, 998). The Riez potential I of orer of n imenion rea (ZÄHLE, 997; amko et al, 987) I [( ) 2 Γ( 2) Γ Ω π Ω, 0<<2, () 2 where Γ enote the Euler gamma function, an Ω i n-imenion integral omain. The fractional Laplacian can be efine by (e.g., ee Gorenflo an Mainari, 998). 2 ( ) I. (2) Thu, the above fractional Laplacian i alo often calle the Riez fractional erivative. The above efinition (2) of the fractional Laplacian can be actually retate a [ x ]. (3) 2 2 ( ) I ( ) It i known that the raial Laplacian operator ha the expreion 2 +, (4) 2 r r r which r. (3) can then be reuce to 2 ( ) Γ[ ( 2 + ) π 2 Γ( 2 2) x ( 2 + ) Γ[ ( 2 + ) π 2 Γ( 2 2) Ω 2+ ξ Ω Ω + Ω. (5)

3 It i note that (5) encounter the etrimental iue uch a the hyper-ingularity. An alternative way i thu preente below to efine the fractional Laplacian without the perplexing iue in the Riez fractional erivative (3) 2 2 ( ) I [ ] Γ[ ( 2 + ) π 2 Γ( 2 2) Ω 2+ Ω. (6) The Green econ ientity i ueful to implify (6) an can be tate a Ω v v ξ vω u v, (7) Ω where repreent the urface of the omain, an n i the unit outwar normal. Let 2+ v, (8) an bounary conition R, (9) x Γ D x Γ N Q, (0) where Γ D an Γ N are the urface part correponing to the Dirichlet bounary an the Neumann bounary, an uing the Green econ ientity, the efinition (6) i then reuce to

4 2 ( ) h h 2 ( ) + D n Ω + Ω N +, () where h π Γ( 2 2) ( 2 + ) Γ[ ( 2 + ). (2) It i een from () that the preente fractional Laplacian efinition i thu coniere the Riez fractional erivative (the tanar fractional Laplacian) augmente with the bounary integral, which i a parallel to the fractional erivative in the Caputo ene relative to that in the Riemann-Lioville ene. Our efinition alo ha inherent the regularization of the hyper-ingularity. The above two efinition ( ) 2 an ( ) 2 involve in only ymmetric fractional Laplacian. To clearly illutrate the baic iea of thi tuy without lo of generality, we only conier the iotropic meia in thi paper. For the traitional efinition of the aniotropic fractional Laplacian ee Feller (97) an Hanyga (200). By analogy with the new efinition (6) an (), it will be traightforwar to have the correponing new expreion of the aniotropic fractional Laplacian. Albeit a long hitory, the reearch on the pace fractional Laplacian till appear poor in the literature (Gorenflo an Mainari, 998). In recent year, ome interet arie from anomalou iffuion problem. The reaer are avie to fin more etaile ecription of the fractional Laplacian from amko et al (987), Zalavky (994), Gorenflo an Mainari (998), Hanyga (200) an reference therein.

5 3. FEM icretization formulation Let the FEM icretization of a Laplacian operator be expree a v 2 p Kp, (3) where p v repreent the preure value vector at the icrete noe, an K i the poitive efinite FEM icretization matrix. The correponing FEM formulation of the /2 orer fractional Laplacian i then obtaine by v ( p) K p, (4) By uing a uperpoition analyi (Bathe an Wilon, 976), Chen (2002) erive a FEM formulation of the power law attenuation imilar to (4) in form. Thi remin u that the FEM moal analyi approach eman no extra effort to olve the preent fractional Laplacian moel (4) which only involve the common moal parameter uch a eigenvalue an eigenvector of matrix K. Reference: Bathe, K. an Wilon, E. L (976), Numerical Metho in Finite Element Analyi, Prenticle-Hall, New Jerey. Gorenflo, R. an Mainari, F. (998), Ranom walk moel for pace-fractional iffuion procee, Fractional Calculu & Applie Analyi,, Hanyga, A. (200), Multi-imenional olution of time-fractional iffuion-wave equation, to appear in Proc. R. oc. Lonon A. amko,. G., Kilba, A. A., Marichev, O. I. (987), Fractional Integral an Derivative: Theory an Application (Goron an Breach cience Publiher). ZÄHLE, M. (997), Fractional ifferentiation in the elf-affine cae. V - The local egree of ifferentiability, Math. Nachr. 85, Zalavky, G. M. (994), Fractional kinetic equation for Hamiltonian chao, Phyica D, 76, 0-22.

Solution of the Heat Equation for transient conduction by LaPlace Transform

Solution of the Heat Equation for transient conduction by LaPlace Transform Solution of the Heat Equation for tranient conduction by LaPlace Tranform Thi notebook ha been written in Mathematica by Mark J. McCready Profeor and Chair of Chemical Engineering Univerity of Notre Dame

More information

Bob York. Simple FET DC Bias Circuits

Bob York. Simple FET DC Bias Circuits Bob York Simple FET DC Bia Circuit Loa-Line an Q-point Conier the effect of a rain reitor in the comnon-ource configuration: Smaller + g D out KL: Thi i the equation of a line that can be uperimpoe on

More information

DoSAM Domain-Specific Software Architecture Comparison Model *

DoSAM Domain-Specific Software Architecture Comparison Model * DoSAM Domain-Specific Software Architecture Comparion Moel * Klau Bergner 1, Anrea Rauch 2, Marc Sihling 1, Thoma Ternité 2 1 4Soft GmbH Mitterertraße 3 D-80336 Munich, Germany {bergner ihling}@4oft.e

More information

On Secure Network Coding with Unequal Link Capacities and Restricted Wiretapping Sets

On Secure Network Coding with Unequal Link Capacities and Restricted Wiretapping Sets On Secure Network Coing with Unequal Link Capacitie an Retricte Wiretapping Set Tao Cui an Tracey Ho Department of Electrical Engineering California Intitute of Technology Paaena, CA 9115, USA Email: {taocui,

More information

Latitude dependence of the maximum duration of a total solar eclipse

Latitude dependence of the maximum duration of a total solar eclipse Latitue epenence of the axiu uration of a total olar eclipe Author: Jen Buu, with aitance fro Jean Meeu Contact: 6 Baker Street, Gayton, Northant, NN7 3EZ, UK jbuu@btinternet.co Introuction It i well known

More information

MSc. Econ: MATHEMATICAL STATISTICS, 1995 MAXIMUM-LIKELIHOOD ESTIMATION

MSc. Econ: MATHEMATICAL STATISTICS, 1995 MAXIMUM-LIKELIHOOD ESTIMATION MAXIMUM-LIKELIHOOD ESTIMATION The General Theory of M-L Estimation In orer to erive an M-L estimator, we are boun to make an assumption about the functional form of the istribution which generates the

More information

Queueing systems with scheduled arrivals, i.e., appointment systems, are typical for frontal service systems,

Queueing systems with scheduled arrivals, i.e., appointment systems, are typical for frontal service systems, MANAGEMENT SCIENCE Vol. 54, No. 3, March 28, pp. 565 572 in 25-199 ein 1526-551 8 543 565 inform doi 1.1287/mnc.17.82 28 INFORMS Scheduling Arrival to Queue: A Single-Server Model with No-Show INFORMS

More information

Given three vectors A, B, andc. We list three products with formula (A B) C = B(A C) A(B C); A (B C) =B(A C) C(A B);

Given three vectors A, B, andc. We list three products with formula (A B) C = B(A C) A(B C); A (B C) =B(A C) C(A B); 1.1.4. Prouct of three vectors. Given three vectors A, B, anc. We list three proucts with formula (A B) C = B(A C) A(B C); A (B C) =B(A C) C(A B); a 1 a 2 a 3 (A B) C = b 1 b 2 b 3 c 1 c 2 c 3 where the

More information

Theory. d are sparse and unrecorded datasets respectively.

Theory. d are sparse and unrecorded datasets respectively. An approach for qai-contino time-lape eimic monitoring with pare ata Aeyemi Arognmati* an Jerry M. Harri, Stanfor Univerity, California, USA Smmary An approach for qai-contino, geophyical time-lape monitoring

More information

Inverse Trig Functions

Inverse Trig Functions Inverse Trig Functions c A Math Support Center Capsule February, 009 Introuction Just as trig functions arise in many applications, so o the inverse trig functions. What may be most surprising is that

More information

MASSACHUSETTS INSTITUTE OF TECHNOLOGY 6.436J/15.085J Fall 2008 Lecture 14 10/27/2008 MOMENT GENERATING FUNCTIONS

MASSACHUSETTS INSTITUTE OF TECHNOLOGY 6.436J/15.085J Fall 2008 Lecture 14 10/27/2008 MOMENT GENERATING FUNCTIONS MASSACHUSETTS INSTITUTE OF TECHNOLOGY 6.436J/15.085J Fall 2008 Lecture 14 10/27/2008 MOMENT GENERATING FUNCTIONS Contents 1. Moment generating functions 2. Sum of a ranom number of ranom variables 3. Transforms

More information

Electronic Commerce Research and Applications

Electronic Commerce Research and Applications Electronic Commerce Reearch an Application 8 (009) 16 7 Content lit available at ScienceDirect Electronic Commerce Reearch an Application journal homepage www.elevier.com/locate/ecra Pricing iplay a an

More information

Weighing Risk and Uncertainty

Weighing Risk and Uncertainty Pychological Review 1995, Vol. 12, No. 2,269-283 Copyright 1995 by the American Pychological Aociation, Inc. OOM-295X/95/S3. Weighing Rik an Uncertainty Amo Tverky an Craig R. Fox Stanfor Univerity Deciion

More information

CHAPTER 8: DIFFERENTIAL CALCULUS

CHAPTER 8: DIFFERENTIAL CALCULUS CHAPTER 8: DIFFERENTIAL CALCULUS 1. Rules of Differentiation As we ave seen, calculating erivatives from first principles can be laborious an ifficult even for some relatively simple functions. It is clearly

More information

A Generalization of Sauer s Lemma to Classes of Large-Margin Functions

A Generalization of Sauer s Lemma to Classes of Large-Margin Functions A Generalization of Sauer s Lemma to Classes of Large-Margin Functions Joel Ratsaby University College Lonon Gower Street, Lonon WC1E 6BT, Unite Kingom J.Ratsaby@cs.ucl.ac.uk, WWW home page: http://www.cs.ucl.ac.uk/staff/j.ratsaby/

More information

A technical guide to 2014 key stage 2 to key stage 4 value added measures

A technical guide to 2014 key stage 2 to key stage 4 value added measures A technical guide to 2014 key tage 2 to key tage 4 value added meaure CONTENTS Introduction: PAGE NO. What i value added? 2 Change to value added methodology in 2014 4 Interpretation: Interpreting chool

More information

STOCK DATA, TRADE DURATIONS, AND LIMIT ORDER BOOK INFORMATION. Ola Simonsen

STOCK DATA, TRADE DURATIONS, AND LIMIT ORDER BOOK INFORMATION. Ola Simonsen STOCK DATA, TRADE DURATIONS, AND LIMIT ORDER BOOK INFORMATION Ola Simonen Abtract Thi thei comprie four paper concerning trae uration an limit orer book information. Paper [1], [2] an [4] tuy traer uration,

More information

Digital barrier option contract with exponential random time

Digital barrier option contract with exponential random time IMA Journal of Applie Mathematics Avance Access publishe June 9, IMA Journal of Applie Mathematics ) Page of 9 oi:.93/imamat/hxs3 Digital barrier option contract with exponential ranom time Doobae Jun

More information

Salesforce Compensation: An Analytical and Empirical Examination of the Agency Theoretic Approach

Salesforce Compensation: An Analytical and Empirical Examination of the Agency Theoretic Approach Saleforce Compenation: An Analytical an Empirical Examination of the Agency Theoretic Approach Sanjog Mira, Anne Coughlan an Charavarthi Naraimhan 1 Forthcoming in Quantitative an Mareting Economic 1 Sanjog

More information

ISSN: 2277-3754 ISO 9001:2008 Certified International Journal of Engineering and Innovative Technology (IJEIT) Volume 3, Issue 12, June 2014

ISSN: 2277-3754 ISO 9001:2008 Certified International Journal of Engineering and Innovative Technology (IJEIT) Volume 3, Issue 12, June 2014 ISSN: 77-754 ISO 900:008 Certifie International Journal of Engineering an Innovative echnology (IJEI) Volume, Issue, June 04 Manufacturing process with isruption uner Quaratic Deman for Deteriorating Inventory

More information

SIMULATION OF DIRECT TORQUE CONTROLLED PERMANENT MAGNET SYNCHRONOUS MOTOR DRIVE

SIMULATION OF DIRECT TORQUE CONTROLLED PERMANENT MAGNET SYNCHRONOUS MOTOR DRIVE SIMULATION OF DIRECT TORQUE CONTROLLED PERMANENT MAGNET SYNCHRONOUS MOTOR DRIVE Selin Özçıra Nur Bekiroğlu Engin Ayçiçek e-mail: ozcira@yiliz.eu.tr e-mail: nbekir@yiliz.eu.tr e-mail: eaycicek@yiliz.eu.tr

More information

10.2 Systems of Linear Equations: Matrices

10.2 Systems of Linear Equations: Matrices SECTION 0.2 Systems of Linear Equations: Matrices 7 0.2 Systems of Linear Equations: Matrices OBJECTIVES Write the Augmente Matrix of a System of Linear Equations 2 Write the System from the Augmente Matrix

More information

Lagrangian and Hamiltonian Mechanics

Lagrangian and Hamiltonian Mechanics Lagrangian an Hamiltonian Mechanics D.G. Simpson, Ph.D. Department of Physical Sciences an Engineering Prince George s Community College December 5, 007 Introuction In this course we have been stuying

More information

Supply Chain Coordination for Strong Retailer with Extended Warranty under Network Externality

Supply Chain Coordination for Strong Retailer with Extended Warranty under Network Externality Journal of Service Science an Management, 015, 8, 393-409 Publihe Online June 015 in SciRe. htt://www.cir.org/journal/jm htt://x.oi.org/10.436/jm.015.83041 Suly hain oorination for Strong Retailer with

More information

Optical Illusion. Sara Bolouki, Roger Grosse, Honglak Lee, Andrew Ng

Optical Illusion. Sara Bolouki, Roger Grosse, Honglak Lee, Andrew Ng Optical Illuion Sara Bolouki, Roger Groe, Honglak Lee, Andrew Ng. Introduction The goal of thi proect i to explain ome of the illuory phenomena uing pare coding and whitening model. Intead of the pare

More information

f(x + h) f(x) h as representing the slope of a secant line. As h goes to 0, the slope of the secant line approaches the slope of the tangent line.

f(x + h) f(x) h as representing the slope of a secant line. As h goes to 0, the slope of the secant line approaches the slope of the tangent line. Derivative of f(z) Dr. E. Jacobs Te erivative of a function is efine as a limit: f (x) 0 f(x + ) f(x) We can visualize te expression f(x+) f(x) as representing te slope of a secant line. As goes to 0,

More information

Profitability of Loyalty Programs in the Presence of Uncertainty in Customers Valuations

Profitability of Loyalty Programs in the Presence of Uncertainty in Customers Valuations Proceeding of the 0 Indutrial Engineering Reearch Conference T. Doolen and E. Van Aken, ed. Profitability of Loyalty Program in the Preence of Uncertainty in Cutomer Valuation Amir Gandomi and Saeed Zolfaghari

More information

Firewall Design: Consistency, Completeness, and Compactness

Firewall Design: Consistency, Completeness, and Compactness C IS COS YS TE MS Firewall Design: Consistency, Completeness, an Compactness Mohame G. Goua an Xiang-Yang Alex Liu Department of Computer Sciences The University of Texas at Austin Austin, Texas 78712-1188,

More information

Two Dimensional FEM Simulation of Ultrasonic Wave Propagation in Isotropic Solid Media using COMSOL

Two Dimensional FEM Simulation of Ultrasonic Wave Propagation in Isotropic Solid Media using COMSOL Excerpt from the Proceeding of the COMSO Conference 0 India Two Dimenional FEM Simulation of Ultraonic Wave Propagation in Iotropic Solid Media uing COMSO Bikah Ghoe *, Krihnan Balaubramaniam *, C V Krihnamurthy

More information

Optimal Control Policy of a Production and Inventory System for multi-product in Segmented Market

Optimal Control Policy of a Production and Inventory System for multi-product in Segmented Market RATIO MATHEMATICA 25 (2013), 29 46 ISSN:1592-7415 Optimal Control Policy of a Prouction an Inventory System for multi-prouct in Segmente Market Kuleep Chauhary, Yogener Singh, P. C. Jha Department of Operational

More information

A note on profit maximization and monotonicity for inbound call centers

A note on profit maximization and monotonicity for inbound call centers A note on profit maximization and monotonicity for inbound call center Ger Koole & Aue Pot Department of Mathematic, Vrije Univeriteit Amterdam, The Netherland 23rd December 2005 Abtract We conider an

More information

The Quick Calculus Tutorial

The Quick Calculus Tutorial The Quick Calculus Tutorial This text is a quick introuction into Calculus ieas an techniques. It is esigne to help you if you take the Calculus base course Physics 211 at the same time with Calculus I,

More information

Sensor Network Localization from Local Connectivity : Performance Analysis for the MDS-MAP Algorithm

Sensor Network Localization from Local Connectivity : Performance Analysis for the MDS-MAP Algorithm Sensor Network Localization from Local Connectivity : Performance Analysis for the MDS-MAP Algorithm Sewoong Oh an Anrea Montanari Electrical Engineering an Statistics Department Stanfor University, Stanfor,

More information

2. METHOD DATA COLLECTION

2. METHOD DATA COLLECTION Key to learning in pecific ubject area of engineering education an example from electrical engineering Anna-Karin Cartenen,, and Jonte Bernhard, School of Engineering, Jönköping Univerity, S- Jönköping,

More information

Solutions to Sample Problems for Test 3

Solutions to Sample Problems for Test 3 22 Differential Equation Intructor: Petronela Radu November 8 25 Solution to Sample Problem for Tet 3 For each of the linear ytem below find an interval in which the general olution i defined (a) x = x

More information

How to Avoid the Inverse Secant (and Even the Secant Itself)

How to Avoid the Inverse Secant (and Even the Secant Itself) How to Avoi the Inverse Secant (an Even the Secant Itself) S A Fulling Stephen A Fulling (fulling@mathtamue) is Professor of Mathematics an of Physics at Teas A&M University (College Station, TX 7783)

More information

The one-year non-life insurance risk

The one-year non-life insurance risk The one-year non-life insurance risk Ohlsson, Esbjörn & Lauzeningks, Jan Abstract With few exceptions, the literature on non-life insurance reserve risk has been evote to the ultimo risk, the risk in the

More information

Differentiability of Exponential Functions

Differentiability of Exponential Functions Differentiability of Exponential Functions Philip M. Anselone an John W. Lee Philip Anselone (panselone@actionnet.net) receive his Ph.D. from Oregon State in 1957. After a few years at Johns Hopkins an

More information

The mean-field computation in a supermarket model with server multiple vacations

The mean-field computation in a supermarket model with server multiple vacations DOI.7/s66-3-7-5 The mean-fiel computation in a supermaret moel with server multiple vacations Quan-Lin Li Guirong Dai John C. S. Lui Yang Wang Receive: November / Accepte: 8 October 3 SpringerScienceBusinessMeiaNewYor3

More information

CHARACTERISTICS OF WAITING LINE MODELS THE INDICATORS OF THE CUSTOMER FLOW MANAGEMENT SYSTEMS EFFICIENCY

CHARACTERISTICS OF WAITING LINE MODELS THE INDICATORS OF THE CUSTOMER FLOW MANAGEMENT SYSTEMS EFFICIENCY Annale Univeritati Apuleni Serie Oeconomica, 2(2), 200 CHARACTERISTICS OF WAITING LINE MODELS THE INDICATORS OF THE CUSTOMER FLOW MANAGEMENT SYSTEMS EFFICIENCY Sidonia Otilia Cernea Mihaela Jaradat 2 Mohammad

More information

On Adaboost and Optimal Betting Strategies

On Adaboost and Optimal Betting Strategies On Aaboost an Optimal Betting Strategies Pasquale Malacaria 1 an Fabrizio Smerali 1 1 School of Electronic Engineering an Computer Science, Queen Mary University of Lonon, Lonon, UK Abstract We explore

More information

Exponential Functions: Differentiation and Integration. The Natural Exponential Function

Exponential Functions: Differentiation and Integration. The Natural Exponential Function 46_54.q //4 :59 PM Page 5 5 CHAPTER 5 Logarithmic, Eponential, an Other Transcenental Functions Section 5.4 f () = e f() = ln The inverse function of the natural logarithmic function is the natural eponential

More information

Power System Transient Stability Analysis with High Wind Power Penetration

Power System Transient Stability Analysis with High Wind Power Penetration Vol. () No., pp. - ISSN - Power Sytem Tranient Stability Analyi with High Win Power Penetration Amroune Mohamme, Bouktir Tarek Department of Electrical Engineering, Univerity of Setif, Algeria amrounemohamme@yahoo.fr

More information

Introduction to Integration Part 1: Anti-Differentiation

Introduction to Integration Part 1: Anti-Differentiation Mathematics Learning Centre Introuction to Integration Part : Anti-Differentiation Mary Barnes c 999 University of Syney Contents For Reference. Table of erivatives......2 New notation.... 2 Introuction

More information

TRANSFORM AND ITS APPLICATION

TRANSFORM AND ITS APPLICATION LAPLACE TRANSFORM AND ITS APPLICATION IN CIRCUIT ANALYSIS C.T. Pan. Definition of the Laplace Tranform. Ueful Laplace Tranform Pair.3 Circuit Analyi in S Domain.4 The Tranfer Function and the Convolution

More information

Linear energy-preserving integrators for Poisson systems

Linear energy-preserving integrators for Poisson systems BIT manucript No. (will be inerted by the editor Linear energy-preerving integrator for Poion ytem David Cohen Ernt Hairer Received: date / Accepted: date Abtract For Hamiltonian ytem with non-canonical

More information

A New Evaluation Measure for Information Retrieval Systems

A New Evaluation Measure for Information Retrieval Systems A New Evaluation Measure for Information Retrieval Systems Martin Mehlitz martin.mehlitz@ai-labor.e Christian Bauckhage Deutsche Telekom Laboratories christian.bauckhage@telekom.e Jérôme Kunegis jerome.kunegis@ai-labor.e

More information

MODELLING OF TWO STRATEGIES IN INVENTORY CONTROL SYSTEM WITH RANDOM LEAD TIME AND DEMAND

MODELLING OF TWO STRATEGIES IN INVENTORY CONTROL SYSTEM WITH RANDOM LEAD TIME AND DEMAND art I. robobabilystic Moels Computer Moelling an New echnologies 27 Vol. No. 2-3 ransport an elecommunication Institute omonosova iga V-9 atvia MOEING OF WO AEGIE IN INVENOY CONO YEM WIH ANOM EA IME AN

More information

BUILT-IN DUAL FREQUENCY ANTENNA WITH AN EMBEDDED CAMERA AND A VERTICAL GROUND PLANE

BUILT-IN DUAL FREQUENCY ANTENNA WITH AN EMBEDDED CAMERA AND A VERTICAL GROUND PLANE Progre In Electromagnetic Reearch Letter, Vol. 3, 51, 08 BUILT-IN DUAL FREQUENCY ANTENNA WITH AN EMBEDDED CAMERA AND A VERTICAL GROUND PLANE S. H. Zainud-Deen Faculty of Electronic Engineering Menoufia

More information

Ohm s Law. Ohmic relationship V=IR. Electric Power. Non Ohmic devises. Schematic representation. Electric Power

Ohm s Law. Ohmic relationship V=IR. Electric Power. Non Ohmic devises. Schematic representation. Electric Power Ohm Law Ohmic relationhip V=IR Ohm law tate that current through the conductor i directly proportional to the voltage acro it if temperature and other phyical condition do not change. In many material,

More information

Research Article An (s, S) Production Inventory Controlled Self-Service Queuing System

Research Article An (s, S) Production Inventory Controlled Self-Service Queuing System Probability and Statitic Volume 5, Article ID 558, 8 page http://dxdoiorg/55/5/558 Reearch Article An (, S) Production Inventory Controlled Self-Service Queuing Sytem Anoop N Nair and M J Jacob Department

More information

research paper series

research paper series reearc paper erie Gloaliation an Laour Market Programme Reearc Paper 00/7 Cumulative Cauation, Capital Moility an te Welfare State By H. Molana an C. Montagna Te Centre acknowlege financial upport from

More information

Chapter 2 Kinematics of Fluid Flow

Chapter 2 Kinematics of Fluid Flow Chapter 2 Kinematics of Flui Flow The stuy of kinematics has flourishe as a subject where one may consier isplacements an motions without imposing any restrictions on them; that is, there is no nee to

More information

Here the units used are radians and sin x = sin(x radians). Recall that sin x and cos x are defined and continuous everywhere and

Here the units used are radians and sin x = sin(x radians). Recall that sin x and cos x are defined and continuous everywhere and Lecture 9 : Derivatives of Trigonometric Functions (Please review Trigonometry uner Algebra/Precalculus Review on the class webpage.) In this section we will look at the erivatives of the trigonometric

More information

SLOPE STABILITY SLOPE STABILITY. Types of Slope Failure. Types of Slope Failure. Assistant Professor Berrak Teymur

SLOPE STABILITY SLOPE STABILITY. Types of Slope Failure. Types of Slope Failure. Assistant Professor Berrak Teymur SLPE STABILITY Aitant Profeor Berrak Teymur Slope failure SLPE STABILITY An expoe groun urface that tan at an angle with the horizontal i calle an unretraine lope. The lope can be natural or man-mae. Slope

More information

Sections 3.1/3.2: Introducing the Derivative/Rules of Differentiation

Sections 3.1/3.2: Introducing the Derivative/Rules of Differentiation Sections 3.1/3.2: Introucing te Derivative/Rules of Differentiation 1 Tangent Line Before looking at te erivative, refer back to Section 2.1, looking at average velocity an instantaneous velocity. Here

More information

MSc Financial Economics: International Finance. Bubbles in the Foreign Exchange Market. Anne Sibert. Revised Spring 2013. Contents

MSc Financial Economics: International Finance. Bubbles in the Foreign Exchange Market. Anne Sibert. Revised Spring 2013. Contents MSc Financial Economic: International Finance Bubble in the Foreign Exchange Market Anne Sibert Revied Spring 203 Content Introduction................................................. 2 The Mone Market.............................................

More information

DMA Departamento de Matemática e Aplicações Universidade do Minho

DMA Departamento de Matemática e Aplicações Universidade do Minho Univeridade do Minho DMA Departamento de Matemática e Aplicaçõe Univeridade do Minho Campu de Gualtar 47-57 Braga Portugal www.math.uminho.pt Univeridade do Minho Ecola de Ciência Departamento de Matemática

More information

Unbalanced Power Flow Analysis in a Micro Grid

Unbalanced Power Flow Analysis in a Micro Grid International Journal of Emerging Technology an Avance Engineering Unbalance Power Flow Analysis in a Micro Gri Thai Hau Vo 1, Mingyu Liao 2, Tianhui Liu 3, Anushree 4, Jayashri Ravishankar 5, Toan Phung

More information

GPRS performance estimation in GSM circuit switched services and GPRS shared resource systems *

GPRS performance estimation in GSM circuit switched services and GPRS shared resource systems * GPRS performance estimation in GSM circuit switche serices an GPRS share resource systems * Shaoji i an Sen-Gusta Häggman Helsinki Uniersity of Technology, Institute of Raio ommunications, ommunications

More information

Mathematics Review for Economists

Mathematics Review for Economists Mathematics Review for Economists by John E. Floy University of Toronto May 9, 2013 This ocument presents a review of very basic mathematics for use by stuents who plan to stuy economics in grauate school

More information

A Spam Message Filtering Method: focus on run time

A Spam Message Filtering Method: focus on run time , pp.29-33 http://dx.doi.org/10.14257/atl.2014.76.08 A Spam Meage Filtering Method: focu on run time Sin-Eon Kim 1, Jung-Tae Jo 2, Sang-Hyun Choi 3 1 Department of Information Security Management 2 Department

More information

Factoring Dickson polynomials over finite fields

Factoring Dickson polynomials over finite fields Factoring Dickson polynomials over finite fiels Manjul Bhargava Department of Mathematics, Princeton University. Princeton NJ 08544 manjul@math.princeton.eu Michael Zieve Department of Mathematics, University

More information

Maxwell equations in Lorentz covariant integral form

Maxwell equations in Lorentz covariant integral form ENEÑANZA REVITA MEXIANA DE FÍIA E 52 (1 84 89 JUNIO 2006 Maxwell equations in Lorentz covariant integral form E. Ley Koo Instituto e Física, Universia Nacional Autónoma e México, Apartao Postal 20-364,

More information

Sensitivity Analysis of Non-linear Performance with Probability Distortion

Sensitivity Analysis of Non-linear Performance with Probability Distortion Preprints of the 19th Worl Congress The International Feeration of Automatic Control Cape Town, South Africa. August 24-29, 214 Sensitivity Analysis of Non-linear Performance with Probability Distortion

More information

How To Design A Wind Turbine

How To Design A Wind Turbine Critical iue in wind turbine deign (Uncertaintie) IEA-meeting Trondheim, Norway June 4-5 005 Proect idea: To ignificantly improve deign bai for offhore wind turbine by: Analying all deign proce component

More information

Project Management Basics

Project Management Basics Project Management Baic A Guide to undertanding the baic component of effective project management and the key to ucce 1 Content 1.0 Who hould read thi Guide... 3 1.1 Overview... 3 1.2 Project Management

More information

Detecting Possibly Fraudulent or Error-Prone Survey Data Using Benford s Law

Detecting Possibly Fraudulent or Error-Prone Survey Data Using Benford s Law Detecting Possibly Frauulent or Error-Prone Survey Data Using Benfor s Law Davi Swanson, Moon Jung Cho, John Eltinge U.S. Bureau of Labor Statistics 2 Massachusetts Ave., NE, Room 3650, Washington, DC

More information

APPLICATION OF CALCULUS IN COMMERCE AND ECONOMICS

APPLICATION OF CALCULUS IN COMMERCE AND ECONOMICS Application of Calculus in Commerce an Economics 41 APPLICATION OF CALCULUS IN COMMERCE AND ECONOMICS æ We have learnt in calculus that when 'y' is a function of '', the erivative of y w.r.to i.e. y ö

More information

An Introduction to Event-triggered and Self-triggered Control

An Introduction to Event-triggered and Self-triggered Control An Introuction to Event-triggere an Self-triggere Control W.P.M.H. Heemels K.H. Johansson P. Tabuaa Abstract Recent evelopments in computer an communication technologies have le to a new type of large-scale

More information

The wave equation is an important tool to study the relation between spectral theory and geometry on manifolds. Let U R n be an open set and let

The wave equation is an important tool to study the relation between spectral theory and geometry on manifolds. Let U R n be an open set and let 1. The wave equation The wave equation is an important tool to stuy the relation between spectral theory an geometry on manifols. Let U R n be an open set an let = n j=1 be the Eucliean Laplace operator.

More information

Dynamic Network Security Deployment Under Partial Information

Dynamic Network Security Deployment Under Partial Information Dynamic Network Security Deployment Uner Partial nformation nvite Paper) George Theoorakopoulos EPFL Lausanne, Switzerlan Email: george.theoorakopoulos @ epfl.ch John S. Baras University of Marylan College

More information

Tracking Control of a Class of Hamiltonian Mechanical Systems with Disturbances

Tracking Control of a Class of Hamiltonian Mechanical Systems with Disturbances Proceeings of Australasian Conference on Robotics an Automation, -4 Dec 4, The University of Melbourne, Melbourne, Australia Tracking Control of a Class of Hamiltonian Mechanical Systems with Disturbances

More information

Feedback linearization control of a two-link robot using a multi-crossover genetic algorithm

Feedback linearization control of a two-link robot using a multi-crossover genetic algorithm Available online at www.scienceirect.com Expert Systems with Applications 3 (009) 454 459 Short communication Feeback linearization control of a two-link robot using a multi-crossover genetic algorithm

More information

Availability of WDM Multi Ring Networks

Availability of WDM Multi Ring Networks Paper Availability of WDM Multi Ring Network Ivan Rado and Katarina Rado H d.o.o. Motar, Motar, Bonia and Herzegovina Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture, Univerity

More information

f(x) = a x, h(5) = ( 1) 5 1 = 2 2 1

f(x) = a x, h(5) = ( 1) 5 1 = 2 2 1 Exponential Functions an their Derivatives Exponential functions are functions of the form f(x) = a x, where a is a positive constant referre to as the base. The functions f(x) = x, g(x) = e x, an h(x)

More information

January 21, 2015. Abstract

January 21, 2015. Abstract T S U I I E P : T R M -C S J. R January 21, 2015 Abtract Thi paper evaluate the trategic behavior of a monopolit to influence environmental policy, either with taxe or with tandard, comparing two alternative

More information

JON HOLTAN. if P&C Insurance Ltd., Oslo, Norway ABSTRACT

JON HOLTAN. if P&C Insurance Ltd., Oslo, Norway ABSTRACT OPTIMAL INSURANCE COVERAGE UNDER BONUS-MALUS CONTRACTS BY JON HOLTAN if P&C Insurance Lt., Oslo, Norway ABSTRACT The paper analyses the questions: Shoul or shoul not an iniviual buy insurance? An if so,

More information

DISTRIBUTED DATA PARALLEL TECHNIQUES FOR CONTENT-MATCHING INTRUSION DETECTION SYSTEMS

DISTRIBUTED DATA PARALLEL TECHNIQUES FOR CONTENT-MATCHING INTRUSION DETECTION SYSTEMS DISTRIBUTED DATA PARALLEL TECHNIQUES FOR CONTENT-MATCHING INTRUSION DETECTION SYSTEMS Chritopher V. Kopek Department of Computer Science Wake Foret Univerity Winton-Salem, NC, 2709 Email: kopekcv@gmail.com

More information

An intertemporal model of the real exchange rate, stock market, and international debt dynamics: policy simulations

An intertemporal model of the real exchange rate, stock market, and international debt dynamics: policy simulations This page may be remove to conceal the ientities of the authors An intertemporal moel of the real exchange rate, stock market, an international ebt ynamics: policy simulations Saziye Gazioglu an W. Davi

More information

Math 230.01, Fall 2012: HW 1 Solutions

Math 230.01, Fall 2012: HW 1 Solutions Math 3., Fall : HW Solutions Problem (p.9 #). Suppose a wor is picke at ranom from this sentence. Fin: a) the chance the wor has at least letters; SOLUTION: All wors are equally likely to be chosen. The

More information

Mixed Method of Model Reduction for Uncertain Systems

Mixed Method of Model Reduction for Uncertain Systems SERBIAN JOURNAL OF ELECTRICAL ENGINEERING Vol 4 No June Mixed Method of Model Reduction for Uncertain Sytem N Selvaganean Abtract: A mixed method for reducing a higher order uncertain ytem to a table reduced

More information

1D STEADY STATE HEAT

1D STEADY STATE HEAT D SEADY SAE HEA CONDUCION () Prabal alukdar Aociate Profeor Department of Mechanical Engineering II Delhi E-mail: prabal@mech.iitd.ac.in Convection Boundary Condition Heat conduction at the urface in a

More information

6. Friction, Experiment and Theory

6. Friction, Experiment and Theory 6. Friction, Experiment and Theory The lab thi wee invetigate the rictional orce and the phyical interpretation o the coeicient o riction. We will mae ue o the concept o the orce o gravity, the normal

More information

Elliptic Functions sn, cn, dn, as Trigonometry W. Schwalm, Physics, Univ. N. Dakota

Elliptic Functions sn, cn, dn, as Trigonometry W. Schwalm, Physics, Univ. N. Dakota Elliptic Functions sn, cn, n, as Trigonometry W. Schwalm, Physics, Univ. N. Dakota Backgroun: Jacobi iscovere that rather than stuying elliptic integrals themselves, it is simpler to think of them as inverses

More information

The Nonlinear Pendulum

The Nonlinear Pendulum The Nonlinear Pendulum D.G. Simpon, Ph.D. Department of Phyical Science and Enineerin Prince Geore ommunity ollee December 31, 1 1 The Simple Plane Pendulum A imple plane pendulum conit, ideally, of a

More information

Chapter 10 Stocks and Their Valuation ANSWERS TO END-OF-CHAPTER QUESTIONS

Chapter 10 Stocks and Their Valuation ANSWERS TO END-OF-CHAPTER QUESTIONS Chapter Stoc and Their Valuation ANSWERS TO EN-OF-CHAPTER QUESTIONS - a. A proxy i a document giving one peron the authority to act for another, typically the power to vote hare of common toc. If earning

More information

Reading: Ryden chs. 3 & 4, Shu chs. 15 & 16. For the enthusiasts, Shu chs. 13 & 14.

Reading: Ryden chs. 3 & 4, Shu chs. 15 & 16. For the enthusiasts, Shu chs. 13 & 14. 7 Shocks Reaing: Ryen chs 3 & 4, Shu chs 5 & 6 For the enthusiasts, Shu chs 3 & 4 A goo article for further reaing: Shull & Draine, The physics of interstellar shock waves, in Interstellar processes; Proceeings

More information

y or f (x) to determine their nature.

y or f (x) to determine their nature. Level C5 of challenge: D C5 Fining stationar points of cubic functions functions Mathematical goals Starting points Materials require Time neee To enable learners to: fin the stationar points of a cubic

More information

CHAPTER 5 BROADBAND CLASS-E AMPLIFIER

CHAPTER 5 BROADBAND CLASS-E AMPLIFIER CHAPTER 5 BROADBAND CLASS-E AMPLIFIER 5.0 Introduction Cla-E amplifier wa firt preented by Sokal in 1975. The application of cla- E amplifier were limited to the VHF band. At thi range of frequency, cla-e

More information

Partial optimal labeling search for a NP-hard subclass of (max,+) problems

Partial optimal labeling search for a NP-hard subclass of (max,+) problems Partial optimal labeling earch for a NP-hard ubcla of (max,+) problem Ivan Kovtun International Reearch and Training Center of Information Technologie and Sytem, Kiev, Uraine, ovtun@image.iev.ua Dreden

More information

! # % & ( ) +,,),. / 0 1 2 % ( 345 6, & 7 8 4 8 & & &&3 6

! # % & ( ) +,,),. / 0 1 2 % ( 345 6, & 7 8 4 8 & & &&3 6 ! # % & ( ) +,,),. / 0 1 2 % ( 345 6, & 7 8 4 8 & & &&3 6 9 Quality signposting : the role of online information prescription in proviing patient information Liz Brewster & Barbara Sen Information School,

More information

STRUCTURAL DESIGN NOTES TOPIC C PRESSURE VESSEL STRESS ANALYSIS J. E. Meyer revision of August 1996

STRUCTURAL DESIGN NOTES TOPIC C PRESSURE VESSEL STRESS ANALYSIS J. E. Meyer revision of August 1996 STRUCTURAL DESIGN NOTES TOPIC C PRESSURE VESSEL STRESS ANALYSIS J. E. Meyer reviion of Augut 1996 1. INTRODUCTION Thee note upplement cla lecture on "thin hell" preure veel tre analyi. The ue of the implified

More information

Product Differentiation for Software-as-a-Service Providers

Product Differentiation for Software-as-a-Service Providers University of Augsburg Prof. Dr. Hans Ulrich Buhl Research Center Finance & Information Management Department of Information Systems Engineering & Financial Management Discussion Paper WI-99 Prouct Differentiation

More information

On General Laws of Complex Networks

On General Laws of Complex Networks On Genera Laws of Compex etwors Wenjun Xiao, Limin Peng, an ehrooz Parhami 3 Schoo of Software Engineering, South China University of Technoogy, Guangzhou 5064, P.R. China wjxiao@scut.eu.cn Department

More information

Return on Investment and Effort Expenditure in the Software Development Environment

Return on Investment and Effort Expenditure in the Software Development Environment International Journal of Applied Information ytem (IJAI) IN : 2249-0868 Return on Invetment and Effort Expenditure in the oftware Development Environment Dineh Kumar aini Faculty of Computing and IT, ohar

More information

ON A DIFFERENTIAL EQUATION WITH LEFT AND RIGHT FRACTIONAL DERIVATIVES. Abstract

ON A DIFFERENTIAL EQUATION WITH LEFT AND RIGHT FRACTIONAL DERIVATIVES. Abstract ON A DIFFERENTIAL EQUATION WITH LEFT AND RIGHT FRACTIONAL DERIVATIVES Teodor M. Atanackovic and Bogoljub Stankovic 2 Abstract We treat the fractional order differential equation that contains the left

More information

Mathematical Models of Therapeutical Actions Related to Tumour and Immune System Competition

Mathematical Models of Therapeutical Actions Related to Tumour and Immune System Competition Mathematical Moels of Therapeutical Actions Relate to Tumour an Immune System Competition Elena De Angelis (1 an Pierre-Emmanuel Jabin (2 (1 Dipartimento i Matematica, Politecnico i Torino Corso Duca egli

More information

Mannheim curves in the three-dimensional sphere

Mannheim curves in the three-dimensional sphere Mannheim curves in the three-imensional sphere anju Kahraman, Mehmet Öner Manisa Celal Bayar University, Faculty of Arts an Sciences, Mathematics Department, Muraiye Campus, 5, Muraiye, Manisa, urkey.

More information