CONCAVE ELECTRODES II: THEORETICAL FOUNDATIONS

Size: px
Start display at page:

Download "CONCAVE ELECTRODES II: THEORETICAL FOUNDATIONS"

Transcription

1 Physis i Mediie ad Biology, vol. 9 a, 1994 CONCAVE ELECTRODES II: THEORETICAL FOUNDATIONS Roberto Suárez-Atola Direió Naioal de Teología Nulear, Miisterio de Idustria, Eergía y Miería, Motevideo, Uruguay Itrodutio The geometry of the eletrial urret field geerated by a give eletrode i the volume odutor formed by biologial tissues ad the properties ad positio of the target regio i exitable tissues, both determie the performae of the eletrode as a stimulatig ad as a sesig devie. Both from experimetal fats ad from theoretial reasos, the geometry of the urret field of ertai oave eletrodes deserves speial attetio. Materials ad Methods For a field with a symmetry axis the distributio of urret soures at eletrode s surfae is substituted by multipolar oeffiiets assiged to the eletri etre of the eletrode. Usig Leveberg-Marquardt algorithm, the multipolar oeffiiets a be determied from suitable experimetal results. Besides this, the urret desities at ay two poits over the same field lie are related by a futioal of the mea urvatures of the poits of the equipotetial surfaes rossed by said field lie betwee these two poits. The, Prim s theorem for soleoidal ad almost gradiet fields a be applied to the aalysis of the ritial regio of the eletrode, experimetally foud as desribed i the first part of this wor. Results ad Colusios At poits ot too far away from the symmetry axis, the field a be well represeted by three or four terms of the multipolar expasio, eve i the ase of oave eletrodes. The eletri potetial, osidered as a futio of distae o the symmetry axis, shows a ifletio poit for oave eletrodes ad oe for ovex eletrodes. This ifletio poit is the etre of the ritial regio of the eletrode. The ritial regio of the eletrode a be defied as a ertai eighbourhood of the surfae formed by the poits where the equipotetial surfaes have zero mea urvature. Its positio ad extesio is the related with the multipolar oeffiiets of the field. Key words: oave eletrodes, lothoidal eletrode, multipolar expasio of a potetial field, soleoidal fields, almost gradiet fields, ritial regios, mea urvature, Prim s theorem.

2 Physis i Mediie ad Biology, vol. 9 a, 1994 EXTENDED SUMMARY (A) Itrodutio The geometry of the eletrial urret field geerated by a give eletrode i the volume odutor formed by biologial tissues ad the properties ad positio of the target regio i exitable tissues, both determie the performae of the eletrode as a stimulatig ad as a sesig devie. Both from experimetal fats ad from theoretial reasos, the geometry of the urret field of ertai oave eletrodes deserves speial attetio. Figure 1. Seth of the equipotetial urves, lothoidal oave eletrode Figure. Seth of the equipotetial urves, hemispherial oave eletrode (B) Materials ad Methods (B. 1) Figure shows a seth of a eletrode with a axis of rotatioal symmetry. Figure. Seth of a eletrode s head with a set of polar oordiates r ad o eah symmetry plae through the axis z.

3 Physis i Mediie ad Biology, vol. 9 a, 1994 The distributio of urret soures at eletrode s surfae a be substituted by a set of multipolar oeffiiets assiged to the eletri etre of the eletrode. The for a ubouded, isotropi ad homogeeous volume odutor, the eletri potetial V ( r, ) a be developed i terms of Legedre s polyomials ad reiproal powers of the polar distae r, beig the multipolar oeffiiet (Kellog, 199): V ( r, ) P os 1 (1) r Whe the volume odutor is bouded but the symmetry of revolutio is retaied, it is eessary to add a ostat term d ad terms ivolvig ireasig powers of r. The origi of oordiates (see Figure ), whe the eletrode ijets a et urret i the volume odutor, a always be hose to oiide with the so alled eletri etre, so that the oeffiiet of the dipolar term 1. Taig this ito aout, we foud that it is possible to approximate the equipotetial surfaes measured i the upper regio of the eletrolyti ta, with fous i a eighbourhood of the z axis, by a formula that iludes oly a ostat, a moopolar, a dipolar ad a otupolar terms: V ( r, ) d P os P os () 4 r r r The uow multipolar parameters as well as the positio of the eletri etre i the symmetry axis a be estimated miimizig the followig hi-squared variable, where V ( r, ) represets a measured voltage value at poit ( r, ) i a vertial plae through the symmetry axis: N d,,, (, ) os os V r d P P 4 () 1 r r r I this ase 1,,..., N represets the poits where the measuremets were doe. The distae r betwee the eletri etre of the eletrode ad the poit where the voltage is measured is give by: r r r os (4) I formula (4): (1) is the distae betwee the poit E of itersetio of the symmetry axis z with the surfae of the eletrode s head, as show i Figure, ad the poit P where the voltage is determied; () is the agle betwee the segmet E P ad the z axis; ad r is the distae betwee ad E (see Figure ). It ad a be alled eletri radius of the eletrode. While ad a be measured diretly, ( r, ) must be determied after the eletri radius has bee estimated, so i pratie we have to wor with the operatioal oordiates, ). ( To estimate the multipolar oeffiiets ad the eletri radius r it is possible to apply the Leveberg-Marquardt algorithm (Marquardt, 196; Press ad others, 199) i two steps. First a gross estimatio is obtaied worig with the voltage values o the eletrode axis oly. I this ase we put ad r z r, so the followig formula is used to estimate the uow parameters r, d,,, :

4 Physis i Mediie ad Biology, vol. 9 a, 1994 V ( z) d (5) z r 4 z r z r The, this gross estimatio is used as seed to obtai a more aurate estimatio employig all the measured values of voltage, aordig to formulae () ad (4). If A is the area of the odutive eletrode s head, the to begi the oliear iteratios A sequetially (as doe i ompartmet aalysis) from the umerial values of V (z) r a be equalled to A seed for parameters d, ad a be estimated distae o the axis of symmetry, from the surfae of the eletrode, grows. (B. ) whe the Let us osider ow a so alled almost gradiet field, lie the eletri urret desity J i a ohmi but perhaps heterogeeous volume odutor of variable (from poit to poit) salar odutivity G : J G V (6) If the vetorial field is soleoidal, by defiitio the divergee of the field vaishes: J (7) Aordig to Prim s theorem (Prim, 1948; Suárez-Átola, 1984) for soleoidal ad almost gradiet fields, two of the followig three oditios imply the third oe: 1- The orthogoal surfaes to the field have zero mea urvatures. -The field is soleoidal. - The magitude of the field alog a field lie is ostat. Equatio (7) a be applied to almost statioary fields, that is, i oditios of slow eough time variatio to be able to wor with stati equatios. This is the ase ommoly eoutered while paig the heart or durig futioal eletri stimulatio of erve ad musle fibres (Fiadra ad others, 1985 a, Chapter 8; Reilly ad others, 199). However, the volume odutor formed by biologial tissues is ofte aisotropi. This is partiularly importat i the ase of vetriular myoardium (Zipes ad Jalife, 199, Chapter ). Now the relatio betwee the urret desity vetor field ad the gradiet of eletri potetial field is give by the equatio J G ~ V (11) The eletrial odutivity G ~ is a positive defiite symmetrial tesor. The urret desity field is ot exatly almost-gradiet as previously assumed. The bidomai model of vetriular myoardium, that is ow used to aalyse threshold ad atio potetial propagatio, taes ito aout the so alled uequal aisotropy (differet aisotropy ratios i the itaellular domai i ompariso with the extraellular domai) ad has importat pratial osequees (Suárez-Átola, 1994 a) (C) Results (C.1) Figures 4 ad 5 show the adjustig of formula () o the axis of symmetry of both, the plae ad the lothoidal oave eletrode (arrow 1,7m), respetively, miimizig the

5 Physis i Mediie ad Biology, vol. 9 a, 1994 orrespodig hi-squared by Leveberg-Marquardt algorithm. Formula (5) was employed with fixed at zero. Figure 4 Figure 5 We foud: Plae eletrode: r 1. 5m d 1. 66V. 1V m. 9V m Clothoidal oave: r. 87m d. 84V 1. 1V m V m Sie the multipolar oeffiiets are proportioal to the ijeted urret, a more meaigful set of parameters is give by. For the lothoidal eletrode with arrow 1,7m, we foud, iludig ow the otupolar 4 oeffiiet (ad with a 1,881 ):. 466 m. 89 m For a lothoidal eletrode with arrow 1,7m, we foud adjustig parameters with the omplete set of measured voltages, iludig also the otupolar oeffiiet :. 65 m. 5 m A omplete report of the estimatio of parameters will be give elsewhere. (C.) Now, osider the mea urvatures of the equipotetial surfaes ear the axis of symmetry of a oave eletrode i a isotropi ad ohmi volume odutor. Near the oave surfae of the eletrode, mea urvatures are positive. But if we move alog the axis away from the surfae of the eletrode, the mea urvature dereases util it vaishes at a ertai poit o the symmetry axis. I this poit the urve that represets the voltage as a futio of the absissa z has a ifletio poit. This a be see i figures 4 ad 5. I the ase of a lothoidal eletrode this ifletio poit is fairly distat from the eletrode. I the ase of a plae eletrode, the ifletio poit does t exist. Now, it is possible to apply Prim s theorem to a oave eletrode taig ito due aout the otiuity properties of the urret field. We see that i the eighbourhood of the surfae with zero mea urvature, the field lies will be almost parallel, the magitude of the urret desity will be early ostat alog the field lie ad the magitude of the

6 Physis i Mediie ad Biology, vol. 9 a, 1994 urret desity will be higher tha its magitude i poits of the same field lie away from the surfae with zero mea urvature. As osequee, a ritial regio is formed ear the axis of a oave eletrode, where the field lies are early parallel ad more desely distributed. (D) Colusios At poits ot too far away from the symmetry axis, the field a be well represeted by three or four terms of the multipolar expasio, eve i the ase of oave eletrodes. The eletri potetial, osidered as a futio of distae o the symmetry axis, shows a ifletio poit for oave eletrodes ad oe for ovex eletrodes. This ifletio poit is the etre of the ritial regio of the eletrode. The ritial regio of the eletrode a be defied as a ertai eighbourhood of the surfae formed by the poits where the equipotetial surfaes have zero mea urvature. Its positio ad extesio is the related with the multipolar oeffiiets of the field. Figure 6 shows a qualitative piture of the aforemetioed ritial regio. I the last artile of this series (Suárez-Átola ad Artuio, 1994) the positio, size ad shape of the ritial regio will be studied quatitatively. Figure 6 Figure 7 Figure 8 Figure 7 ad 8 shows a template that was used to ostrut a optimum oave eletrode ad a photograph of the lothoidal eletrode had rafted by Dr. O. Fiadra usig his jewelry s lather. Bibliography 1. Brad, L. Vetor ad tesor aalysis, Wiley, New Yor, Erise, J. Tesor Fields, Appedix to Truesdall, C. ad R. Toupi, The lassial field theories, Eylopaedia of Physis, vol. III, Spriger, Berli, Fiadra, O. ad others, Cardia Paemaers, Departmet of Cardiology (Shool of Mediie, UdelaR) ad Natioal Istitute of Cardia Surgery, Motevideo, 1985 a. 4. Fiadra O. ad others, The athode i ardia stimulatio: ifluee of its shape i hroi thresholds, VII Uruguaya Cogress of Cardiology, Motevideo, 1985 b. 5. Kellog, O. Foudatios of potetial theory, Spriger, Berli, Klie, M. ad I. Kay, Eletromageti theory ad geometrial optis, Itersiee, New Yor, 1964.

7 Physis i Mediie ad Biology, vol. 9 a, Lidemas, F. Eletrial stimulatio of heart musle, Ph.D. Thesis, Eliwij, Uthreth, Marquardt, D. A algorithm for least-squares estimatio of oliear parameters, Joural of the Soiety for Idustrial ad Applied Mathematis,, 41, Press, W. Flaery, B. Teuolsy, S. ad W. Vetterlig Numerial Reipes i C, Cambridge Uiversity Press, Cambridge, Prim, R. O doubly lamiar flow fields havig a ostat veloity magitude alog eah sream-lie, U.S. Naval Ordae Laboratory Memoir Nº 976, Reilly, J. ad others, Eletri stimulatio ad eletro-pathology, Cambridge Uiversity Press, New Yor, Suárez-Átola, R. Costat field eletrode ad hroi paig of the heart, II Iteratioal Cogress o Bio-mathematis, Bueos Aires, Suárez-Átola, R. Thresholds: Cotributios to the study of exitatio ad propagatio of the eletri ativity of biologial tissues stimulated by exteral eletrodes, D.S. Thesis, PEDECIBA, UdelaR, Motevideo, 1994 a. 14. Suárez-Átola, R. Griego, J. ad O. Fiadra, Coave Eletrodes I: Experimetal Foudatios. Physis i Mediie ad Biology, 9 a, Suárez Atola, R. ad G. Artuio, Coave Eletrodes III: Computer Assisted Desig, Physis i Mediie ad Biology, 9 a, D. Zipes y J. Jalife (Editors), Cardia eletrophysiology: from ell to bedside, Sauders, Philadelphia, 199.

Summation Method for Some Special Series Exactly

Summation Method for Some Special Series Exactly The Iteratioal Joural of Mathematis, Siee, Tehology ad Maagemet (ISSN : 39-85) Vol. Issue Summatio Method for Some Speial Series Eatly D.A.Gismalla Deptt. Of Mathematis & omputer Studies Faulty of Siee

More information

Fluids Lecture 2 Notes

Fluids Lecture 2 Notes Fluids Leture Notes. Airfoil orte Sheet Models. Thi-Airfoil Aalysis Problem Readig: Aderso.,.7 Airfoil orte Sheet Models Surfae orte Sheet Model A aurate meas of represetig the flow about a airfoil i a

More information

ANOTHER PROOF FOR FERMAT S LAST THEOREM 1. INTRODUCTION

ANOTHER PROOF FOR FERMAT S LAST THEOREM 1. INTRODUCTION ANOTHER PROOF FOR FERMAT S LAST THEOREM Mugur B. RĂUŢ Correspodig author: Mugur B. RĂUŢ, E-mail: m_b_raut@yahoo.om Abstrat I this paper we propose aother proof for Fermat s Last Theorem (FLT). We foud

More information

Bernoulli Numbers. n(n+1) = n(n+1)(2n+1) = n(n 1) 2

Bernoulli Numbers. n(n+1) = n(n+1)(2n+1) = n(n 1) 2 Beroulli Numbers Beroulli umbers are amed after the great Swiss mathematiia Jaob Beroulli5-705 who used these umbers i the power-sum problem. The power-sum problem is to fid a formula for the sum of the

More information

Nonstandard Lorentz-Einstein transformations

Nonstandard Lorentz-Einstein transformations Nostadard Loretz-istei trasformatios Berhard Rothestei 1 ad Stefa Popesu 1) Politehia Uiversity of Timisoara, Physis Departmet, Timisoara, Romaia brothestei@gmail.om ) Siemes AG, rlage, Germay stefa.popesu@siemes.om

More information

Sx [ ] = x must yield a

Sx [ ] = x must yield a Math -b Leture #5 Notes This wee we start with a remider about oordiates of a vetor relative to a basis for a subspae ad the importat speial ase where the subspae is all of R. This freedom to desribe vetors

More information

After the completion of this section the student. V.4.2. Power Series Solution. V.4.3. The Method of Frobenius. V.4.4. Taylor Series Solution

After the completion of this section the student. V.4.2. Power Series Solution. V.4.3. The Method of Frobenius. V.4.4. Taylor Series Solution Chapter V ODE V.4 Power Series Solutio Otober, 8 385 V.4 Power Series Solutio Objetives: After the ompletio of this setio the studet - should reall the power series solutio of a liear ODE with variable

More information

THE MEASUREMENT OF THE SPEED OF THE LIGHT

THE MEASUREMENT OF THE SPEED OF THE LIGHT THE MEASUREMENT OF THE SPEED OF THE LIGHT Nyamjav, Dorjderem Abstrat The oe of the physis fudametal issues is a ature of the light. I this experimet we measured the speed of the light usig MihelsoÕs lassial

More information

Effect of Magnetic Field on Marangoni Convection in Relatively Hotter or Cooler Liquid Layer

Effect of Magnetic Field on Marangoni Convection in Relatively Hotter or Cooler Liquid Layer Iteratioal Joural of Advaed Researh i Physial Siee (IJARPS) Volume, Issue, Jauary 05, PP 7-3 ISSN 349-7874 (Prit) & ISSN 349-788 (Olie) www.arjourals.org ffet of Mageti Field o Maragoi Covetio i Relatively

More information

Local Estimates for the Koornwinder Jacobi-Type Polynomials

Local Estimates for the Koornwinder Jacobi-Type Polynomials Available at http://pvamu.edu/aam Appl. Appl. Math. ISSN: 93-9466 Vol. 6 Issue (Jue 0) pp. 6 70 (reviously Vol. 6 Issue pp. 90 90) Appliatios ad Applied Mathematis: A Iteratioal Joural (AAM) Loal Estimates

More information

ESTIMATION OF MACHINING ERRORS ON GLEASON BEVEL

ESTIMATION OF MACHINING ERRORS ON GLEASON BEVEL 5 th INTERNATIONAL MEETING OF THE CARPATHIAN REGION SPECIALISTS IN THE FIELD OF GEARS ESTIMATION OF MACHINING ERRORS ON GLEASON BEVEL GEAR CUTTING BOB, Daila UNIO SA Satu Mare - 35, Luia Blaga Blvd, 39

More information

Effects of Air Humidity on the Performance of a Polymer Insulator under Lightning Induced Voltage Conditions

Effects of Air Humidity on the Performance of a Polymer Insulator under Lightning Induced Voltage Conditions Effets of Air Humidity o the Performae of a Polymer Isulator uder Lightig Idued Voltage Coditios Mahdi Izadi *, Mohd Zaial Abidi Ab Kadir 2, Chadima Gomes 3, Mohd Syahmi 4, Maryam Hajihai 5,2,3,4,5 Cetre

More information

Certain inclusion properties of subclass of starlike and convex functions of positive order involving Hohlov operator

Certain inclusion properties of subclass of starlike and convex functions of positive order involving Hohlov operator Iteratioal Joural of Pure ad Applied Mathematial Siees. ISSN 0972-9828 Volume 0, Number (207), pp. 85-97 Researh Idia Publiatios http://www.ripubliatio.om Certai ilusio properties of sublass of starlike

More information

λ = 0.4 c 2nf max = n = 3orɛ R = 9

λ = 0.4 c 2nf max = n = 3orɛ R = 9 CHAPTER 14 14.1. A parallel-plate waveguide is kow to have a utoff wavelegth for the m 1 TE ad TM modes of λ 1 0.4 m. The guide is operated at wavelegth λ 1 mm. How may modes propagate? The utoff wavelegth

More information

Activity 3: Length Measurements with the Four-Sided Meter Stick

Activity 3: Length Measurements with the Four-Sided Meter Stick Activity 3: Legth Measuremets with the Four-Sided Meter Stick OBJECTIVE: The purpose of this experimet is to study errors ad the propagatio of errors whe experimetal data derived usig a four-sided meter

More information

Lecture 8. Dirac and Weierstrass

Lecture 8. Dirac and Weierstrass Leture 8. Dira ad Weierstrass Audrey Terras May 5, 9 A New Kid of Produt of Futios You are familiar with the poitwise produt of futios de ed by f g(x) f(x) g(x): You just tae the produt of the real umbers

More information

We will conclude the chapter with the study a few methods and techniques which are useful

We will conclude the chapter with the study a few methods and techniques which are useful Chapter : Coordiate geometry: I this chapter we will lear about the mai priciples of graphig i a dimesioal (D) Cartesia system of coordiates. We will focus o drawig lies ad the characteristics of the graphs

More information

Basic Probability/Statistical Theory I

Basic Probability/Statistical Theory I Basi Probability/Statistial Theory I Epetatio The epetatio or epeted values of a disrete radom variable X is the arithmeti mea of the radom variable s distributio. E[ X ] p( X ) all Epetatio by oditioig

More information

Infinite Sequences and Series

Infinite Sequences and Series Chapter 6 Ifiite Sequeces ad Series 6.1 Ifiite Sequeces 6.1.1 Elemetary Cocepts Simply speakig, a sequece is a ordered list of umbers writte: {a 1, a 2, a 3,...a, a +1,...} where the elemets a i represet

More information

Lesson 8 Refraction of Light

Lesson 8 Refraction of Light Physis 30 Lesso 8 Refratio of Light Refer to Pearso pages 666 to 674. I. Refletio ad Refratio of Light At ay iterfae betwee two differet mediums, some light will be refleted ad some will be refrated, exept

More information

Physics 30 Lesson 8 Refraction of Light

Physics 30 Lesson 8 Refraction of Light Physis 30 Lesso 8 Refratio of Light Refer to Pearso pages 666 to 674. I. Refletio ad refratio of light At ay iterfae betwee two differet mediums, some light will be refleted ad some will be refrated, exept

More information

Physics 3 (PHYF144) Chap 8: The Nature of Light and the Laws of Geometric Optics - 1

Physics 3 (PHYF144) Chap 8: The Nature of Light and the Laws of Geometric Optics - 1 Physis 3 (PHYF44) Chap 8: The Nature of Light ad the Laws of Geometri Optis - 8. The ature of light Before 0 th etury, there were two theories light was osidered to be a stream of partiles emitted by a

More information

On the description of electromagnetic fields in slow moving media Abstract. Key words 1. Introduction

On the description of electromagnetic fields in slow moving media  Abstract. Key words 1. Introduction O the desriptio of eletromageti fields i slow movig media Rozov Adrey Leoidovih St. Petersburg State Polytehi Uiversity Pargolovskaya st., 0-40, St. Petersburg, Russia, 9400 E-mail: rozov20@mail.ru\ Abstrat.

More information

Nonparametric Goodness-of-Fit Tests for Discrete, Grouped or Censored Data 1

Nonparametric Goodness-of-Fit Tests for Discrete, Grouped or Censored Data 1 Noparametri Goodess-of-Fit Tests for Disrete, Grouped or Cesored Data Boris Yu. Lemeshko, Ekateria V. Chimitova ad Stepa S. Kolesikov Novosibirsk State Tehial Uiversity Departmet of Applied Mathematis

More information

Observer Design with Reduced Measurement Information

Observer Design with Reduced Measurement Information Observer Desig with Redued Measuremet Iformatio I pratie all the states aot be measured so that SVF aot be used Istead oly a redued set of measuremets give by y = x + Du p is available where y( R We assume

More information

Basic Waves and Optics

Basic Waves and Optics Lasers ad appliatios APPENDIX Basi Waves ad Optis. Eletromageti Waves The eletromageti wave osists of osillatig eletri ( E ) ad mageti ( B ) fields. The eletromageti spetrum is formed by the various possible

More information

Optimal Management of the Spare Parts Stock at Their Regular Distribution

Optimal Management of the Spare Parts Stock at Their Regular Distribution Joural of Evirometal Siee ad Egieerig 7 (018) 55-60 doi:10.1765/16-598/018.06.005 D DVID PUBLISHING Optimal Maagemet of the Spare Parts Stok at Their Regular Distributio Svetozar Madzhov Forest Researh

More information

Comparison Study of Series Approximation. and Convergence between Chebyshev. and Legendre Series

Comparison Study of Series Approximation. and Convergence between Chebyshev. and Legendre Series Applied Mathematical Scieces, Vol. 7, 03, o. 6, 3-337 HIKARI Ltd, www.m-hikari.com http://d.doi.org/0.988/ams.03.3430 Compariso Study of Series Approimatio ad Covergece betwee Chebyshev ad Legedre Series

More information

Société de Calcul Mathématique SA Mathematical Modelling Company, Corp.

Société de Calcul Mathématique SA Mathematical Modelling Company, Corp. oiété de Calul Mathéatique A Matheatial Modellig Copay, Corp. Deisio-aig tools, sie 995 iple Rado Wals Part V Khihi's Law of the Iterated Logarith: Quatitative versios by Berard Beauzay August 8 I this

More information

Class #25 Wednesday, April 19, 2018

Class #25 Wednesday, April 19, 2018 Cla # Wedesday, April 9, 8 PDE: More Heat Equatio with Derivative Boudary Coditios Let s do aother heat equatio problem similar to the previous oe. For this oe, I ll use a square plate (N = ), but I m

More information

Explicit and closed formed solution of a differential equation. Closed form: since finite algebraic combination of. converges for x x0

Explicit and closed formed solution of a differential equation. Closed form: since finite algebraic combination of. converges for x x0 Chapter 4 Series Solutios Epliit ad losed formed solutio of a differetial equatio y' y ; y() 3 ( ) ( 5 e ) y Closed form: sie fiite algebrai ombiatio of elemetary futios Series solutio: givig y ( ) as

More information

Construction of Control Chart for Random Queue Length for (M / M / c): ( / FCFS) Queueing Model Using Skewness

Construction of Control Chart for Random Queue Length for (M / M / c): ( / FCFS) Queueing Model Using Skewness Iteratioal Joural of Sietifi ad Researh Publiatios, Volume, Issue, Deember ISSN 5-5 Costrutio of Cotrol Chart for Radom Queue Legth for (M / M / ): ( / FCFS) Queueig Model Usig Skewess Dr.(Mrs.) A.R. Sudamai

More information

ME260W Mid-Term Exam Instructor: Xinyu Huang Date: Mar

ME260W Mid-Term Exam Instructor: Xinyu Huang Date: Mar ME60W Mid-Term Exam Istrutor: Xiyu Huag Date: Mar-03-005 Name: Grade: /00 Problem. A atilever beam is to be used as a sale. The bedig momet M at the gage loatio is P*L ad the strais o the top ad the bottom

More information

CALCULUS BASIC SUMMER REVIEW

CALCULUS BASIC SUMMER REVIEW CALCULUS BASIC SUMMER REVIEW NAME rise y y y Slope of a o vertical lie: m ru Poit Slope Equatio: y y m( ) The slope is m ad a poit o your lie is, ). ( y Slope-Itercept Equatio: y m b slope= m y-itercept=

More information

EconoQuantum ISSN: Universidad de Guadalajara México

EconoQuantum ISSN: Universidad de Guadalajara México EooQuatum ISSN: 1870-6622 equatum@uea.udg.mx Uiversidad de Guadalajara Méxio Plata Pérez, Leobardo; Calderó, Eduardo A modified versio of Solow-Ramsey model usig Rihard's growth futio EooQuatum, vol. 6,

More information

PAijpam.eu ON DERIVATION OF RATIONAL SOLUTIONS OF BABBAGE S FUNCTIONAL EQUATION

PAijpam.eu ON DERIVATION OF RATIONAL SOLUTIONS OF BABBAGE S FUNCTIONAL EQUATION Iteratioal Joural of Pure ad Applied Mathematics Volume 94 No. 204, 9-20 ISSN: 3-8080 (prited versio); ISSN: 34-3395 (o-lie versio) url: http://www.ijpam.eu doi: http://dx.doi.org/0.2732/ijpam.v94i.2 PAijpam.eu

More information

(c) Write, but do not evaluate, an integral expression for the volume of the solid generated when R is

(c) Write, but do not evaluate, an integral expression for the volume of the solid generated when R is Calculus BC Fial Review Name: Revised 7 EXAM Date: Tuesday, May 9 Remiders:. Put ew batteries i your calculator. Make sure your calculator is i RADIAN mode.. Get a good ight s sleep. Eat breakfast. Brig:

More information

A NOTE ON THE TOTAL LEAST SQUARES FIT TO COPLANAR POINTS

A NOTE ON THE TOTAL LEAST SQUARES FIT TO COPLANAR POINTS A NOTE ON THE TOTAL LEAST SQUARES FIT TO COPLANAR POINTS STEVEN L. LEE Abstract. The Total Least Squares (TLS) fit to the poits (x,y ), =1,,, miimizes the sum of the squares of the perpedicular distaces

More information

577. Estimation of surface roughness using high frequency vibrations

577. Estimation of surface roughness using high frequency vibrations 577. Estimatio of surface roughess usig high frequecy vibratios V. Augutis, M. Sauoris, Kauas Uiversity of Techology Electroics ad Measuremets Systems Departmet Studetu str. 5-443, LT-5368 Kauas, Lithuaia

More information

3. Z Transform. Recall that the Fourier transform (FT) of a DT signal xn [ ] is ( ) [ ] = In order for the FT to exist in the finite magnitude sense,

3. Z Transform. Recall that the Fourier transform (FT) of a DT signal xn [ ] is ( ) [ ] = In order for the FT to exist in the finite magnitude sense, 3. Z Trasform Referece: Etire Chapter 3 of text. Recall that the Fourier trasform (FT) of a DT sigal x [ ] is ω ( ) [ ] X e = j jω k = xe I order for the FT to exist i the fiite magitude sese, S = x [

More information

ADVANCED SOFTWARE ENGINEERING

ADVANCED SOFTWARE ENGINEERING ADVANCED SOFTWARE ENGINEERING COMP 3705 Exercise Usage-based Testig ad Reliability Versio 1.0-040406 Departmet of Computer Ssciece Sada Narayaappa, Aeliese Adrews Versio 1.1-050405 Departmet of Commuicatio

More information

Chapter 8 Hypothesis Testing

Chapter 8 Hypothesis Testing Chapter 8 for BST 695: Speial Topis i Statistial Theory Kui Zhag, Chapter 8 Hypothesis Testig Setio 8 Itrodutio Defiitio 8 A hypothesis is a statemet about a populatio parameter Defiitio 8 The two omplemetary

More information

Production Test of Rotary Compressors Using Wavelet Analysis

Production Test of Rotary Compressors Using Wavelet Analysis Purdue Uiversity Purdue e-pubs Iteratioal Compressor Egieerig Coferee Shool of Mehaial Egieerig 2006 Produtio Test of Rotary Compressors Usig Wavelet Aalysis Haishui Ji Shaghai Hitahi Eletrial Appliatio

More information

I. Existence of photon

I. Existence of photon I. Existee of photo MUX DEMUX 1 ight is a eletromageti wave of a high frequey. Maxwell s equatio H t E 0 E H 0 t E 0 H 0 1 E E E Aos( kzt ) t propagatig eletrial field while osillatig light frequey (Hz)

More information

LINEAR STABILITY ANALYSIS OF A PLANE-POISEUILLE HYDROMAGNETIC FLOW USING ADOMIAN DECOMPOSITION METHOD

LINEAR STABILITY ANALYSIS OF A PLANE-POISEUILLE HYDROMAGNETIC FLOW USING ADOMIAN DECOMPOSITION METHOD .P.B. Si. Bull., Series A, Vol. 75, Iss., 13 ISSN 13-77 LINEAR STABILITY ANALYSIS OF A PLANE-POISEILLE HYDROMAGNETIC FLOW SING ADOMIAN DECOMPOSITION METHOD Samuel O. ADESANYA 1 I this paper, the small-disturbaes

More information

Solutions 3.2-Page 215

Solutions 3.2-Page 215 Solutios.-Page Problem Fid the geeral solutios i powers of of the differetial equatios. State the reurree relatios ad the guarateed radius of overgee i eah ase. ) Substitutig,, ad ito the differetial equatio

More information

= 47.5 ;! R. = 34.0 ; n air =

= 47.5 ;! R. = 34.0 ; n air = Setio 9: Refratio ad Total Iteral Refletio Tutorial Pratie, page 449 The agle of iidee is 65 The fat that the experimet takes plae i water does ot hage the agle of iidee Give:! i = 475 ;! R = 340 ; air

More information

COMP26120: Introducing Complexity Analysis (2018/19) Lucas Cordeiro

COMP26120: Introducing Complexity Analysis (2018/19) Lucas Cordeiro COMP60: Itroduig Complexity Aalysis (08/9) Luas Cordeiro luas.ordeiro@mahester.a.uk Itroduig Complexity Aalysis Textbook: Algorithm Desig ad Appliatios, Goodrih, Mihael T. ad Roberto Tamassia (hapter )

More information

Dr R Tiwari, Associate Professor, Dept. of Mechanical Engg., IIT Guwahati,

Dr R Tiwari, Associate Professor, Dept. of Mechanical Engg., IIT Guwahati, Dr R Tiwari, Assoiate Professor, Dept. of Mehaial Egg., IIT Guwahati, (rtiwari@iitg.eret.i).3 Measuremet ad Sigal Proessig Whe we ivestigate the auses of vibratio, we first ivestigate the relatioship betwee

More information

A NEW CLASS OF 2-STEP RATIONAL MULTISTEP METHODS

A NEW CLASS OF 2-STEP RATIONAL MULTISTEP METHODS Jural Karya Asli Loreka Ahli Matematik Vol. No. (010) page 6-9. Jural Karya Asli Loreka Ahli Matematik A NEW CLASS OF -STEP RATIONAL MULTISTEP METHODS 1 Nazeeruddi Yaacob Teh Yua Yig Norma Alias 1 Departmet

More information

Math 113, Calculus II Winter 2007 Final Exam Solutions

Math 113, Calculus II Winter 2007 Final Exam Solutions Math, Calculus II Witer 7 Fial Exam Solutios (5 poits) Use the limit defiitio of the defiite itegral ad the sum formulas to compute x x + dx The check your aswer usig the Evaluatio Theorem Solutio: I this

More information

Chapter 4: Angle Modulation

Chapter 4: Angle Modulation 57 Chapter 4: Agle Modulatio 4.1 Itrodutio to Agle Modulatio This hapter desribes frequey odulatio (FM) ad phase odulatio (PM), whih are both fors of agle odulatio. Agle odulatio has several advatages

More information

APPENDIX F Complex Numbers

APPENDIX F Complex Numbers APPENDIX F Complex Numbers Operatios with Complex Numbers Complex Solutios of Quadratic Equatios Polar Form of a Complex Number Powers ad Roots of Complex Numbers Operatios with Complex Numbers Some equatios

More information

MATH 320: Probability and Statistics 9. Estimation and Testing of Parameters. Readings: Pruim, Chapter 4

MATH 320: Probability and Statistics 9. Estimation and Testing of Parameters. Readings: Pruim, Chapter 4 MATH 30: Probability ad Statistics 9. Estimatio ad Testig of Parameters Estimatio ad Testig of Parameters We have bee dealig situatios i which we have full kowledge of the distributio of a radom variable.

More information

On generalized Simes critical constants

On generalized Simes critical constants Biometrial Joural 56 04 6, 035 054 DOI: 0.00/bimj.030058 035 O geeralized Simes ritial ostats Jiagtao Gou ad Ajit C. Tamhae, Departmet of Statistis, Northwester Uiversity, 006 Sherida Road, Evasto, IL

More information

WHAT IS THE PROBABILITY FUNCTION FOR LARGE TSUNAMI WAVES? ABSTRACT

WHAT IS THE PROBABILITY FUNCTION FOR LARGE TSUNAMI WAVES? ABSTRACT WHAT IS THE PROBABILITY FUNCTION FOR LARGE TSUNAMI WAVES? Harold G. Loomis Hoolulu, HI ABSTRACT Most coastal locatios have few if ay records of tsuami wave heights obtaied over various time periods. Still

More information

Analog Filter Synthesis

Analog Filter Synthesis 6 Aalog Filter Sythesis Nam Pham Aubur Uiversity Bogda M. Wilamowsi Aubur Uiversity 6. Itrodutio...6-6. Methods to Sythesize Low-Pass Filter...6- Butterworth Low-Pass Filter Chebyshev Low-Pass Filter Iverse

More information

Monotonic redistribution of non-negative allocations: a case for proportional taxation revisited

Monotonic redistribution of non-negative allocations: a case for proportional taxation revisited Mootoi redistributio of o-egative alloatios: a ase for proportioal taxatio revisited Adré Casajus a a Eoomis ad Iformatio Systems, HHL Leipzig Graduate Shool of Maagemet Jahallee 59, 0409 Leipzig, Germay

More information

Introduction to Signals and Systems, Part V: Lecture Summary

Introduction to Signals and Systems, Part V: Lecture Summary EEL33: Discrete-Time Sigals ad Systems Itroductio to Sigals ad Systems, Part V: Lecture Summary Itroductio to Sigals ad Systems, Part V: Lecture Summary So far we have oly looked at examples of o-recursive

More information

SINGLE-CHANNEL QUEUING PROBLEMS APPROACH

SINGLE-CHANNEL QUEUING PROBLEMS APPROACH SINGLE-CHANNEL QUEUING ROBLEMS AROACH Abdurrzzag TAMTAM, Doctoral Degree rogramme () Dept. of Telecommuicatios, FEEC, BUT E-mail: xtamta@stud.feec.vutbr.cz Supervised by: Dr. Karol Molár ABSTRACT The paper

More information

Notes on the GSW function gsw_geostrophic_velocity (geo_strf,long,lat,p)

Notes on the GSW function gsw_geostrophic_velocity (geo_strf,long,lat,p) Notes o gsw_geostrophic_velocity Notes o the GSW fuctio gsw_geostrophic_velocity (geo_strf,log,lat,p) Notes made 7 th October 2, ad updated 8 th April 2. This fuctio gsw_geostrophic_velocity(geo_strf,log,lat,p)

More information

62. Power series Definition 16. (Power series) Given a sequence {c n }, the series. c n x n = c 0 + c 1 x + c 2 x 2 + c 3 x 3 +

62. Power series Definition 16. (Power series) Given a sequence {c n }, the series. c n x n = c 0 + c 1 x + c 2 x 2 + c 3 x 3 + 62. Power series Defiitio 16. (Power series) Give a sequece {c }, the series c x = c 0 + c 1 x + c 2 x 2 + c 3 x 3 + is called a power series i the variable x. The umbers c are called the coefficiets of

More information

Michelson's Repetition of the Fizeau Experiment:

Michelson's Repetition of the Fizeau Experiment: Mihelso's Repetitio of the Fizeau Experimet: A Review of the Derivatio ad Cofirmatio of Fresel's Drag Coeffiiet A. A. Faraj a_a_faraj@hotmail.om Abstrat: I this ivestigatio, Mihelso's 1886 repetitio of

More information

Physics Supplement to my class. Kinetic Theory

Physics Supplement to my class. Kinetic Theory Physics Supplemet to my class Leaers should ote that I have used symbols for geometrical figures ad abbreviatios through out the documet. Kietic Theory 1 Most Probable, Mea ad RMS Speed of Gas Molecules

More information

Dirichlet s Theorem on Arithmetic Progressions

Dirichlet s Theorem on Arithmetic Progressions Dirichlet s Theorem o Arithmetic Progressios Athoy Várilly Harvard Uiversity, Cambridge, MA 0238 Itroductio Dirichlet s theorem o arithmetic progressios is a gem of umber theory. A great part of its beauty

More information

On the Blasius correlation for friction factors

On the Blasius correlation for friction factors O the Blasius correlatio for frictio factors Trih, Khah Tuoc Istitute of Food Nutritio ad Huma Health Massey Uiversity, New Zealad K.T.Trih@massey.ac.z Abstract The Blasius empirical correlatio for turbulet

More information

SYNTHESIS OF SIGNAL USING THE EXPONENTIAL FOURIER SERIES

SYNTHESIS OF SIGNAL USING THE EXPONENTIAL FOURIER SERIES SYNTHESIS OF SIGNAL USING THE EXPONENTIAL FOURIER SERIES Sadro Adriao Fasolo ad Luiao Leoel Medes Abstrat I 748, i Itrodutio i Aalysi Ifiitorum, Leohard Euler (707-783) stated the formula exp( jω = os(

More information

The Scattering Matrix

The Scattering Matrix 2/23/7 The Scatterig Matrix 723 1/13 The Scatterig Matrix At low frequecies, we ca completely characterize a liear device or etwork usig a impedace matrix, which relates the currets ad voltages at each

More information

TEACHER CERTIFICATION STUDY GUIDE

TEACHER CERTIFICATION STUDY GUIDE COMPETENCY 1. ALGEBRA SKILL 1.1 1.1a. ALGEBRAIC STRUCTURES Kow why the real ad complex umbers are each a field, ad that particular rigs are ot fields (e.g., itegers, polyomial rigs, matrix rigs) Algebra

More information

Metasurface Cloak Performance Near-by Multiple Line Sources and PEC Cylindrical Objects

Metasurface Cloak Performance Near-by Multiple Line Sources and PEC Cylindrical Objects Metaurfae Cloa Performae Near-by Multiple Lie Soure ad PEC Cylidrial Objet S. Arlaagić, W. Y. amilto, S. Pehro, ad A. B. Yaovlev 2 Departmet of Eletrial Egieerig Eletromageti Sytem Tehial Uiverity of Demar

More information

Fundamental Theorem of Algebra. Yvonne Lai March 2010

Fundamental Theorem of Algebra. Yvonne Lai March 2010 Fudametal Theorem of Algebra Yvoe Lai March 010 We prove the Fudametal Theorem of Algebra: Fudametal Theorem of Algebra. Let f be a o-costat polyomial with real coefficiets. The f has at least oe complex

More information

Overview. p 2. Chapter 9. Pooled Estimate of. q = 1 p. Notation for Two Proportions. Inferences about Two Proportions. Assumptions

Overview. p 2. Chapter 9. Pooled Estimate of. q = 1 p. Notation for Two Proportions. Inferences about Two Proportions. Assumptions Chapter 9 Slide Ifereces from Two Samples 9- Overview 9- Ifereces about Two Proportios 9- Ifereces about Two Meas: Idepedet Samples 9-4 Ifereces about Matched Pairs 9-5 Comparig Variatio i Two Samples

More information

6 Integers Modulo n. integer k can be written as k = qn + r, with q,r, 0 r b. So any integer.

6 Integers Modulo n. integer k can be written as k = qn + r, with q,r, 0 r b. So any integer. 6 Itegers Modulo I Example 2.3(e), we have defied the cogruece of two itegers a,b with respect to a modulus. Let us recall that a b (mod ) meas a b. We have proved that cogruece is a equivalece relatio

More information

Similarity between quantum mechanics and thermodynamics: Entropy, temperature, and Carnot cycle

Similarity between quantum mechanics and thermodynamics: Entropy, temperature, and Carnot cycle Similarity betwee quatum mechaics ad thermodyamics: Etropy, temperature, ad Carot cycle Sumiyoshi Abe 1,,3 ad Shiji Okuyama 1 1 Departmet of Physical Egieerig, Mie Uiversity, Mie 514-8507, Japa Istitut

More information

Math 312 Lecture Notes One Dimensional Maps

Math 312 Lecture Notes One Dimensional Maps Math 312 Lecture Notes Oe Dimesioal Maps Warre Weckesser Departmet of Mathematics Colgate Uiversity 21-23 February 25 A Example We begi with the simplest model of populatio growth. Suppose, for example,

More information

Bangi 43600, Selangor Darul Ehsan, Malaysia (Received 12 February 2010, accepted 21 April 2010)

Bangi 43600, Selangor Darul Ehsan, Malaysia (Received 12 February 2010, accepted 21 April 2010) O Cesáro Meas of Order μ for Outer Fuctios ISSN 1749-3889 (prit), 1749-3897 (olie) Iteratioal Joural of Noliear Sciece Vol9(2010) No4,pp455-460 Maslia Darus 1, Rabha W Ibrahim 2 1,2 School of Mathematical

More information

β COMPACT SPACES IN FUZZIFYING TOPOLOGY *

β COMPACT SPACES IN FUZZIFYING TOPOLOGY * Iraia Joural of Siee & Tehology, Trasatio A, Vol 30, No A3 Prited i The Islami Republi of Ira, 2006 Shiraz Uiversity FUZZ IRRESOLUTE FUNCTIONS AND FUZZ COMPACT SPACES IN FUZZIFING TOPOLOG * O R SAED **

More information

Chaoyang University of Technology -- General KT Theory --

Chaoyang University of Technology -- General KT Theory -- Departmet of Costrutio Egieerig Advaed Soil Mehais Chaoyag iversity of Tehology -- Geeral KT Theory -- NIT 3 APPLICATION OF TERZAGHI S THEORY OF ONE DIMENSIONAL CONSOLIDATION TO PROBLEMS INVOLVING VARIOS

More information

Discrete Orthogonal Moment Features Using Chebyshev Polynomials

Discrete Orthogonal Moment Features Using Chebyshev Polynomials Discrete Orthogoal Momet Features Usig Chebyshev Polyomials R. Mukuda, 1 S.H.Og ad P.A. Lee 3 1 Faculty of Iformatio Sciece ad Techology, Multimedia Uiversity 75450 Malacca, Malaysia. Istitute of Mathematical

More information

Linear chord diagrams with long chords

Linear chord diagrams with long chords Liear chord diagrams with log chords Everett Sulliva Departmet of Mathematics Dartmouth College Haover New Hampshire, U.S.A. everett..sulliva@dartmouth.edu Submitted: Feb 7, 2017; Accepted: Oct 7, 2017;

More information

Supplement S1: RNA secondary structure. structure + sequence format

Supplement S1: RNA secondary structure. structure + sequence format Supplemet S1: RN seodary struture RN struture is ofte expressed shematially y its ase pairig: the Watso-rik (W) ase pairs (deie) with (rail), ad G (Guaie) with (ytosie) ad also the o-watso-rik (o-w) ase

More information

Chimica Inorganica 3

Chimica Inorganica 3 himica Iorgaica Irreducible Represetatios ad haracter Tables Rather tha usig geometrical operatios, it is ofte much more coveiet to employ a ew set of group elemets which are matrices ad to make the rule

More information

Recurrence Relations

Recurrence Relations Recurrece Relatios Aalysis of recursive algorithms, such as: it factorial (it ) { if (==0) retur ; else retur ( * factorial(-)); } Let t be the umber of multiplicatios eeded to calculate factorial(). The

More information

16th International Symposium on Ballistics San Francisco, CA, September 1996

16th International Symposium on Ballistics San Francisco, CA, September 1996 16th Iteratioal Symposium o Ballistis Sa Fraiso, CA, 3-8 September 1996 GURNEY FORULAS FOR EXPLOSIVE CHARGES SURROUNDING RIGID CORES William J. Flis, Dya East Corporatio, 36 Horizo Drive, Kig of Prussia,

More information

exist for the work of spherical aggregate formation.

exist for the work of spherical aggregate formation. ISSN 06-933X Colloid oural 0 Vol 73 No 3 pp 406 47 Pleiades Publishig Ltd 0 Origial Russia Text AK Shhei S Kshevetsiy OS Pelevia 0 published i Kolloidyi Zhural 0 Vol 73 No 3 pp 404 46 iellizatio Kietis

More information

( a) ( ) 1 ( ) 2 ( ) ( ) 3 3 ( ) =!

( a) ( ) 1 ( ) 2 ( ) ( ) 3 3 ( ) =! .8,.9: Taylor ad Maclauri Series.8. Although we were able to fid power series represetatios for a limited group of fuctios i the previous sectio, it is ot immediately obvious whether ay give fuctio has

More information

Interaction Mechanical Analysis between the Lunar Rover Wheel-Leg Foot and Lunar Soil

Interaction Mechanical Analysis between the Lunar Rover Wheel-Leg Foot and Lunar Soil Availale olie at www.sieediret.om Proedia Egieerig 9 58 63 Iteratioal Worshop o Iformatio ad Eletrois Egieerig IWIEE Iteratio Mehaial Aalysis etwee the Luar over Wheel-Leg Foot ad Luar Soil Xiao-liu Yu

More information

Robust Parameter Estimation For Mixture Model

Robust Parameter Estimation For Mixture Model Robust Parameter Estimatio For Mixture Model Saldju Tadjudi Netom Systems, I. 20550 Nordhoff Street Chatsworth, CA 91311 Phoe (818) 885-2179 Fax (818) 709-0117 Saldju_Tadjudi@etomsystems.om David A. Ladgrebe

More information

INEQUALITIES BJORN POONEN

INEQUALITIES BJORN POONEN INEQUALITIES BJORN POONEN 1 The AM-GM iequality The most basic arithmetic mea-geometric mea (AM-GM) iequality states simply that if x ad y are oegative real umbers, the (x + y)/2 xy, with equality if ad

More information

The Relationship of the Cotangent Function to Special Relativity Theory, Silver Means, p-cycles, and Chaos Theory

The Relationship of the Cotangent Function to Special Relativity Theory, Silver Means, p-cycles, and Chaos Theory Origial Paper Forma, 8, 49 6, 003 The Relatioship of the Cotaget Futio to Speial Relativity Theory, Silver Meas, p-yles, ad Chaos Theory Jay KAPPRAFF * ad Gary W ADAMSON New Jersey Istitute of Tehology,

More information

3.2 Properties of Division 3.3 Zeros of Polynomials 3.4 Complex and Rational Zeros of Polynomials

3.2 Properties of Division 3.3 Zeros of Polynomials 3.4 Complex and Rational Zeros of Polynomials Math 60 www.timetodare.com 3. Properties of Divisio 3.3 Zeros of Polyomials 3.4 Complex ad Ratioal Zeros of Polyomials I these sectios we will study polyomials algebraically. Most of our work will be cocered

More information

Basics of Probability Theory (for Theory of Computation courses)

Basics of Probability Theory (for Theory of Computation courses) Basics of Probability Theory (for Theory of Computatio courses) Oded Goldreich Departmet of Computer Sciece Weizma Istitute of Sciece Rehovot, Israel. oded.goldreich@weizma.ac.il November 24, 2008 Preface.

More information

Dotting The Dot Map, Revisited. A. Jon Kimerling Dept. of Geosciences Oregon State University

Dotting The Dot Map, Revisited. A. Jon Kimerling Dept. of Geosciences Oregon State University Dottig The Dot Map, Revisited A. Jo Kimerlig Dept. of Geoscieces Orego State Uiversity Dot maps show the geographic distributio of features i a area by placig dots represetig a certai quatity of features

More information

Fuzzy Dynamic Characteristic of Concrete. Material under Impact Loads

Fuzzy Dynamic Characteristic of Concrete. Material under Impact Loads Proeedigs of the 2d WSEAS It. Coferee o Applied ad Theoretial Mehais, Veie, Italy, November 2-22, 26 222 Fuzzy Dyami Charateristi of Corete Material uder Impat Loa GAO SHIQIAO LIU HAIPENG JIN LEI Shool

More information

Lecture 3. Digital Signal Processing. Chapter 3. z-transforms. Mikael Swartling Nedelko Grbic Bengt Mandersson. rev. 2016

Lecture 3. Digital Signal Processing. Chapter 3. z-transforms. Mikael Swartling Nedelko Grbic Bengt Mandersson. rev. 2016 Lecture 3 Digital Sigal Processig Chapter 3 z-trasforms Mikael Swartlig Nedelko Grbic Begt Madersso rev. 06 Departmet of Electrical ad Iformatio Techology Lud Uiversity z-trasforms We defie the z-trasform

More information

Mechanical Quadrature Near a Singularity

Mechanical Quadrature Near a Singularity MECHANICAL QUADRATURE NEAR A SINGULARITY 215 Mechaical Quadrature Near a Sigularity The purpose of this ote is to preset coefficiets to facilitate computatio of itegrals of the type I x~^fix)dx. If the

More information

FINALTERM EXAMINATION Fall 9 Calculus & Aalytical Geometry-I Questio No: ( Mars: ) - Please choose oe Let f ( x) is a fuctio such that as x approaches a real umber a, either from left or right-had-side,

More information

a. For each block, draw a free body diagram. Identify the source of each force in each free body diagram.

a. For each block, draw a free body diagram. Identify the source of each force in each free body diagram. Pre-Lab 4 Tesio & Newto s Third Law Refereces This lab cocers the properties of forces eerted by strigs or cables, called tesio forces, ad the use of Newto s third law to aalyze forces. Physics 2: Tipler

More information

Digital Signal Processing. Homework 2 Solution. Due Monday 4 October Following the method on page 38, the difference equation

Digital Signal Processing. Homework 2 Solution. Due Monday 4 October Following the method on page 38, the difference equation Digital Sigal Proessig Homework Solutio Due Moda 4 Otober 00. Problem.4 Followig the method o page, the differee equatio [] (/4[-] + (/[-] x[-] has oeffiiets a0, a -/4, a /, ad b. For these oeffiiets A(z

More information

Approximating the ruin probability of finite-time surplus process with Adaptive Moving Total Exponential Least Square

Approximating the ruin probability of finite-time surplus process with Adaptive Moving Total Exponential Least Square WSEAS TRANSACTONS o BUSNESS ad ECONOMCS S. Khotama, S. Boothiem, W. Klogdee Approimatig the rui probability of fiite-time surplus process with Adaptive Movig Total Epoetial Least Square S. KHOTAMA, S.

More information