On Exact Finite-Difference Scheme for Numerical Solution of Initial Value Problems in Ordinary Differential Equations.
|
|
- Jessica Terry
- 6 years ago
- Views:
Transcription
1 O Exact Fiite-Differece Sceme for Numerical Solutio of Iitial Value Problems i Ordiar Differetial Equatios. Josua Suda, M.Sc. Departmet of Matematical Scieces, Adamawa State Uiversit, Mubi, Nigeria. josuasuda000@aoo.com ABSTRACT Tis paper presets a umerical metod called te Exact Fiite-Differece Sceme for te solutio of Ordiar Differetial Equatios of firstorder. Te eed for exact fiite differece sceme came up due to some sortcomigs of te stadard metods; i wic te qualitative properties of te exact solutio are ot usuall trasferred to te umerical solutio. Tese sortcomigs create problems wic ma affect te stabilit propert of te stadard approac. Te exact fiite-differece sceme as te propert tat teir solutios do ot ave umerical istabilities. (Kewords: exact fiite-differece sceme, ostadard fiite differece sceme, iitial value problems, ODEs, models) INTRODUCTION It is a kow ad documeted fact tat a give liear or o-liear equatio does ot ave a complete solutio tat ca be expressed i terms of a fiite umber of elemetar fuctios. It is also a kow fact tat oe of te was to solve suc problem is to seek a approximate solutio b meas of various perturbatio metods (Rose, 964 ad Humi ad Miller, 989). It must be stated ere tat te above procedure will ol old for limited rages of te sstem parameters ad te idepedet variable (Mickes, 994). As reported i Mickes (994), for arbitrar values of te sstem parameters at te preset time, ol umerical itegratio tecique ca provide accurate solutios to te origial differetial equatio. For a umerical metod to be coverget, it as to be a sufficietl accurate represetatio of te differetial sstem (Lambert, 99). It as bee observed tat te exact fiite differece sceme (wic is a special case of o-stadard fiitedifferece sceme) is oe tat does ot exibit umerical istabilit. Trougout tis work, we sall cosider te geeral first-order differetial equatio: d f ( x,, λ), t ( 0) 0 () dt were f (, x, λ ) is suc tat Equatio () as a uique solutio over te iterval, 0 t T ad for λ i te iterval λ λ λ. Equatio () occurs i psical ad biological scieces, maagemet scieces ad egieerig. I fact, te importace of solvig equatios of te form () caot be over empasized. For damical sstems of iterest, i geeral, T, i.e. te solutio exist for all time. Tis solutio ca be writte as: () t φ( λ,, t,) t () wit 0 0 φ( λ,, t, t) (3) A discrete model of Equatio () ca be writte as: g( λ,,, t), t + (4) Te solutio to equatio (4) ca be expressed as, η( λ,,, t, t ) (5) wit 0 0 η( λ,,, t, t ) (6) Te Pacific Joural of Sciece ad Tecolog 60 ttp:// Volume. Number. November 00 (Fall)
2 Defiitio (Mickes 994) Equatios () ad (4) are said to ave te same geeral solutio if ad ol if, ( t ) (7) for arbitrar values of. Defiitio (Mickes 994) A exact fiite differece sceme is oe for wic te solutio to te differece equatio ave te same geeral solutio as te associated differetial equatio. Tese defiitios lead to te followig result. Teorem (Mickes 994) Te differetial equatio () as a exact fiitedifferece sceme give b te expressio: [ λ, t t ] +,, + φ (8) were φ is tat of Equatio (). old weever te rigt-side of (9) is well defied. ii) Te teorem is ol a existece teorem. It basicall sas tat if a ordiar differetial equatio as a solutio, te a exact fiite-differece sceme exists. iii) iv) A major implicatio of te teorem is tat te solutio of te differece equatio is exactl equal to te solutio of te ordiar differetial equatio o te computatio grid for fixed, but arbitrar step-size. Te teorem ca be easil geeralized to sstems of coupled, first-order ordiar differetial equatios. Te discover of exact discrete models for ordiar differetial equatios is of great importace, primaril because it allows us to gai isigts ito te better costructio of fiitedifferece scemes. Te also provide computatioal ivestigator wit useful becmarks for compariso wit te stadard procedures. Proof Te group propert of te solutio to () gives, [, ( t), t t ] ( t + ) φ λ, + (9) If we ow make te idetificatios, t t, ( t) (0) te (9) becomes, + ( + φ λ,, t, t ) () Tis is te required ordiar differece equatio tat as te same geeral solutio as (). Remarks i) If all solutios of () exist for all time, i.e. T, Te () olds for all t ad. Oterwise, te relatio is assumed to THE GENERAL THEORY OF NON-STANDARD METHODS Cosider te differetial equatio: d f (, λ) () Were λ is a -parameter vector. Equatio () ca be writte i te form: + φ(, λ) If d F(,, λ, ) (3) + + (4) Te Equatio (3) is a geeralizatio of Equatio (4). I tis case, Te Pacific Joural of Sciece ad Tecolog 6 ttp:// Volume. Number. November 00 (Fall)
3 d + φλ (, ) (5) Were φ( λ, ), te deomiator fuctio as te propert tat: φλ (, ) + o( ) (6) λ fixed, 0 Te above formulatio is based o te traditioal defiitio of te derivative wic is of te form d Lim ( x+ ψ ( )) ( x) (7) 0 ψ ( ) Were ψ i ( ) + o( ), 0, i,. Example of fuctios ψ ( ) tat satisf coditio (7) above are: si ( ) e ψ ( ) e λ e λ etc (8) Te values of ψ i, i,,..., depeds o te differetial equatio uder cosideratio. It must be stated ere tat if 0, te d x ( + ψ( )) x ( ) ( x + ) ( x) Lim 0 ψ ( ) Lim 0 (9) NON-STANDARD FINITE DIFFERENCE MODELLING RULES Te geeral form of o-stadard metod ca be writte as: + F (, ) (0) No-stadard fiite differece scemes were developed usig a collectio of rules set b Mickes as follows: Rules (Mickes 994) Te order of te discrete derivative must be exactl equal to te order of te correspodig derivatives of te differetial equatio. If tis rule is violated, tis ca lead to umerical istabilit i te form of oscillatios wic ma be bouded or ubouded. Te matematical reaso for te above occurrece is tat discrete equatios ave large class of solutios ta differetial equatios. As a illustratio, let us cosider te followig first order differetial equatio: d () If we model () b a cetral differece sceme of te form: + () It will be discovered tat tis modelig as extra solutio tat is strage because Equatio () is of secod order wile () is of first order, tus te priciple of uiqueess is violated ad tis leads to te existece of umerical istabilit. Rule (Mickes 994) Deomiator fuctio for te discrete derivatives must be expressed i terms of more complicated fuctio of te step-sizes ta tose covetioall used. Tis rule allows te itroductio of complex aaltic fuctio of i te deomiator. For istace, cosider, d ( ) (3) Tis is i form of a logistic equatio. If te deomiator fuctio D is give b, D (4) e Te Pacific Joural of Sciece ad Tecolog 6 ttp:// Volume. Number. November 00 (Fall)
4 te substitutig Equatio (4) i Equatio (5) gives, e + ( ) + (5) It must be stated ere tat te selectio of a appropriate deomiator is a art (Mickes, 999). We must examie te differetial equatio for wic te exact scemes are kow. Close examiatio of differetial equatio for wic exact scemes are kow, sows tat te deomiator fuctio geerall are fuctios tat are related to particular solutio or properties of te geeral solutio to te differece equatio. Rule 3 (Mickes 994) Te o-liear terms must i geeral be modeled (approximated) o-locall o te computatioal grid or lattice i ma differet was, for istace, i Equatio (5), it is assumed tat +. Te o-liear terms, 3 ca be modeled as follows: + (6) ( + + ) (7) + (8) 3 3 ( + + ) (9) Rule 5 (Mickes 994) Te fiite-differece equatio sould ot ave solutios tat do ot correspod exactl to te solutio of te differetial equatios. Te ostadard metods sall be applied to some problems as sow below: Example Te o-stadard fiite-differece sceme for te solutio of ', (0) (30) is preseted usig te followig approximatios: + (3) + + (3) Usig Equatio (3), Equatio (30) ca be writte as: + φ( ) (33) + wic is i te form of Equatio (5). φ( ) (34) + + ( ( ) ) + φ (35) Tis ca be writte i a compact form as: Te particular form selected from Equatios (6) to (9) depeds o te full discrete model. + φ( ) (36) Rule 4 (Mickes 994) Special solutios of te differetial equatios sould also be accompaied b special discrete solutios of te fiite-differece models. Equatio (36) is of te form (0) wic is i ostadard form. Now, usig Equatio (3), Equatio (30) ca be writte as: ( ) φ( ) (37) Te Pacific Joural of Sciece ad Tecolog 63 ttp:// Volume. Number. November 00 (Fall)
5 + φ( ) + + (38) + + φ( ) + φ( ) + (48) Tat is, φ( ) + φ( ) (39) + + Equatio (39) simplifies to: + ( + φ( ) ) φ( ) Equatio (40) ca be writte i te form: (40) Teorem (Aguelov ad Lubuma 003) Te fiite differece sceme (0) is stable wit respect to mootoe depedece o iitial value, if: F (, ) 0, R, >0 (49) ( + φ( ) ) + + φ( ) + Equatio (4) is also of te form (0). Example Cosider te differetial equatio: (4) Teorem 3 (Aguelov ad Lubuma 003) Te o-stadard sceme (36) is stable wit respect to mootoe depedece o iitial value ad mootoe of solutio ad terefore is elemetar stable. Proof d ( ) (4) No-stadard differece sceme is costructed for te solutio of te Equatio (4) b approximatig +. Equatio (4) becomes: + φ( ) ( ) (43) + + φ( ) ( ) (44) φ( ) φ( ) (45) Cosider te sceme (36): F (, ) + (50) φ( ) Here, F (, ) φ( ) (5) ( ) F [ φ( ) ] [ φ( ) ] [ φ( ) ] (5) + φ( ) + φ( ) (46) Tat is, ( + φ( ) ) + φ( ) (47) + + wic leads to, φ( ) + φ( ) [ φ( ) ] 0 [ φ( ) ] F (, ) 0 (53) (54) (55) Te Pacific Joural of Sciece ad Tecolog 64 ttp:// Volume. Number. November 00 (Fall)
6 Here, sice φ( ) is positive ad >0, tis implies tat te sceme (36) is stable wit respect to mootoe depedece o iitial value. DERIVATION OF THE EXACT FINITE- DIFFERENCE SCHEME I tis sectio, te exact-fiite differece sceme capable of producig a exact solutio to problems i form of Equatio () sall be derived. Te discover of exact discrete models for particular ordiar differetial equatios is of great importace, primaril because it allows us to gai isigts ito te better costructio of fiitedifferece scemes. Te also provide te computatioal ivestigator wit useful becmarks for compariso wit te stadard procedures. Above all, a major advatage of avig a exact differece equatios model for ordiar differetial equatio is tat questios related to te usual cosideratio of cosistec, stabilit, ad covergece eed ot arise (Mickes 994). Cosider te equatio of te form (). If we assume tat te exact (teoretical) solutio of (), at poit x x deoted b ( x ) as te same geeral solutio wit umerical solutio (i.e. te ew exact fiite sceme), at poit x x deoted b, te; ( x ) (56) Tis implies tat at poit x x +, ( x ) (57) + + Te followig determiat gives te required differece equatio: ( x) ( x ) (58) Tis is te exact fiite sceme capable of solvig a equatio of te form (). It is importat to ote tat te sceme (59) is of te form (0). Oe of te sortcomigs of a exact fiite differece sceme is tat it is ecessar tat we must kow te teoretical solutio before we ca costruct te metod. Te advatage of exact fiite differece sceme is tat it produces exact solutio to te differetial equatios uder cosideratio. Aoter advatage is tat, questios related to te usual cosideratio of cosistec, stabilit ad covergece eed ot arise (Mickes 994). Costructio of Exact-Fiite Differece Scemes We sall ow cosider ow te exact fiitedifferece sceme is beig costructed usig te followig test problems. Problem Cosider te Iitial Value Problem, ' x x 4, (0) 3 (60) wit te teoretical (exact) solutio, x ( ) + e x (6) At te poit x x +, we ave, x e + (6) ad at te poit x x +, we ave, x e (63) Te followig determiat gives te required differece equatio, It is obvious from equatio (58) tat, x ( ) + + x ( ) (59) + + e x x + e + 0 (64) Te Pacific Joural of Sciece ad Tecolog 65 ttp:// Volume. Number. November 00 (Fall)
7 x+ ( + e ) + x ( + e ) (65) + 00e 0.006x + 00e 0.006x 0 (7) were x ad x+ ( + ). Te exact fiite-differece sceme (65) is capable of solvig Equatio (60). Problem Cosider te Iitial Value Problem ', (0) (66) wit te teoretical (exact) solutio, x ( ) x (67) Te followig determiat gives te required differece equatio, + x x ( ) [ ( + ) ] (68) (69) Equatio (69) is te exact fiite-differece sceme for solvig Equatio (66). Problem 3 Cosider te Iitial Value Problem, ' 0.006, (0) 00 (70) wit te teoretical (exact) solutio, x ( ) x e (7) Te determiat below gives te required differece equatio, e + (73) Tis is te exact fiite-differece sceme for Equatio (70). For te applicatios of te costructed scemes above, see Ibijola, E. A. ad Suda, J. (Aust. J. of Basic & Appl. Sci., 4(4):64-63, 00). CONCLUSION From te presetatio above, we coclude tat te Exact Fiite-Differece Sceme is computatioall reliable ad efficiet. Tis is because it performs well o iitial value problems of ordiar differetial equatios, i fact te umerical solutio does ot exibit umerical istabilit. REFERENCES. Humi, M. ad Miller, W Secod Course i Ordiar Differetial Equatios for Scietists ad Egieers. Spriger-Verlag: New York, NY.. Ibijola, E.A. ad Suda, J. 00. A Comparative Stud of Stadard ad Exact Fiite-Differece Scemes for Numerical Solutio of Ordiar Differetial Equatios Emaatig from te Radioactive Deca of Substaces. Australia Joural of Basic ad Applied Scieces. 4(4): Lambert, J.D.973. Computatioal Metods i Ordiar Differetial Equatios. Jo Wille ad Sos: New York, NY. 4. Lambert, J.D. 99. Numerical Metods for Ordiar Differetial Sstems: Te Iitial Value Problem. Jo Wille ad Sos: New York, NY. 5. Mickes, R.E. 98. No-Liear Oscillatios. Cambridge Uiversit Press: New York, NY. 6. Mickes, R.E Differece Equatios; Teor ad Applicatios. Va Nostrad Reiold: New York, NY. 7. Mickes, R.E No-Stadard Fiite Differece Models of Differetial Equatios. World Scietific: Sigapore. Te Pacific Joural of Sciece ad Tecolog 66 ttp:// Volume. Number. November 00 (Fall)
8 8. Mickes, R.E Applicatios of No-Stadard Metod for Iitial Value Problems. World Scietific: Sigapore. 9. Rose, S.L Differece Equatios. Blaisdeu; Waltam, MA. ABOUT THE AUTHOR Josua Suda is a Lecturer at te Adamawa State Uiversit, Mubi-Nigeria. He olds a Masters of Sciece (M.Sc.) degree i Numerical Aalsis. His researc iterests are i Numerical Aalsis. SUGGESTED CITATION Suda, J. 00. O Exact Fiite-Differece Sceme for Numerical Solutio of Iitial Value Problems i Ordiar Differetial Equatios. Pacific Joural of Sciece ad Tecolog. (): Pacific Joural of Sciece ad Tecolog Te Pacific Joural of Sciece ad Tecolog 67 ttp:// Volume. Number. November 00 (Fall)
On the convergence, consistence and stability of a standard finite difference scheme
AMERICAN JOURNAL OF SCIENTIFIC AND INDUSTRIAL RESEARCH 2, Sciece Huβ, ttp://www.sciub.org/ajsir ISSN: 253-649X, doi:.525/ajsir.2.2.2.74.78 O te covergece, cosistece ad stabilit of a stadard fiite differece
More informationA New Hybrid in the Nonlinear Part of Adomian Decomposition Method for Initial Value Problem of Ordinary Differential Equation
Joural of Matematics Researc; Vol No ; ISSN - E-ISSN - Publised b Caadia Ceter of Sciece ad Educatio A New Hbrid i te Noliear Part of Adomia Decompositio Metod for Iitial Value Problem of Ordiar Differetial
More informationμ are complex parameters. Other
A New Numerical Itegrator for the Solutio of Iitial Value Problems i Ordiary Differetial Equatios. J. Suday * ad M.R. Odekule Departmet of Mathematical Scieces, Adamawa State Uiversity, Mubi, Nigeria.
More information1. Introduction. 2. Numerical Methods
America Joural o Computatioal ad Applied Matematics, (5: 9- DOI:.59/j.ajcam.5. A Stud o Numerical Solutios o Secod Order Iitial Value Problems (IVP or Ordiar Dieretial Equatios wit Fourt Order ad Butcer
More informationME 501A Seminar in Engineering Analysis Page 1
Accurac, Stabilit ad Sstems of Equatios November 0, 07 Numerical Solutios of Ordiar Differetial Equatios Accurac, Stabilit ad Sstems of Equatios Larr Caretto Mecaical Egieerig 0AB Semiar i Egieerig Aalsis
More informationStability analysis of numerical methods for stochastic systems with additive noise
Stability aalysis of umerical metods for stoctic systems wit additive oise Yosiiro SAITO Abstract Stoctic differetial equatios (SDEs) represet pysical peomea domiated by stoctic processes As for determiistic
More informationIJITE Vol.2 Issue-11, (November 2014) ISSN: Impact Factor
IJITE Vol Issue-, (November 4) ISSN: 3-776 ATTRACTIVITY OF A HIGHER ORDER NONLINEAR DIFFERENCE EQUATION Guagfeg Liu School of Zhagjiagag Jiagsu Uiversit of Sciece ad Techolog, Zhagjiagag, Jiagsu 56,PR
More informationA Pseudo Spline Methods for Solving an Initial Value Problem of Ordinary Differential Equation
Joural of Matematics ad Statistics 4 (: 7-, 008 ISSN 549-3644 008 Sciece Publicatios A Pseudo Splie Metods for Solvig a Iitial Value Problem of Ordiary Differetial Equatio B.S. Ogudare ad G.E. Okeca Departmet
More informationMost text will write ordinary derivatives using either Leibniz notation 2 3. y + 5y= e and y y. xx tt t
Itroductio to Differetial Equatios Defiitios ad Termiolog Differetial Equatio: A equatio cotaiig the derivatives of oe or more depedet variables, with respect to oe or more idepedet variables, is said
More informationA 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 informationAn Improved Self-Starting Implicit Hybrid Method
IOSR Joural o Matematics (IOSR-JM e-issn: 78-78, p-issn:9-76x. Volume 0, Issue Ver. II (Mar-Apr. 04, PP 8-6 www.iosrourals.org A Improved Sel-Startig Implicit Hbrid Metod E. O. Adeea Departmet o Matematics/Statistics,
More informationNumerical Method for Blasius Equation on an infinite Interval
Numerical Method for Blasius Equatio o a ifiite Iterval Alexader I. Zadori Omsk departmet of Sobolev Mathematics Istitute of Siberia Brach of Russia Academy of Scieces, Russia zadori@iitam.omsk.et.ru 1
More informationThe picture in figure 1.1 helps us to see that the area represents the distance traveled. Figure 1: Area represents distance travelled
1 Lecture : Area Area ad distace traveled Approximatig area by rectagles Summatio The area uder a parabola 1.1 Area ad distace Suppose we have the followig iformatio about the velocity of a particle, how
More information6.3 Testing Series With Positive Terms
6.3. TESTING SERIES WITH POSITIVE TERMS 307 6.3 Testig Series With Positive Terms 6.3. Review of what is kow up to ow I theory, testig a series a i for covergece amouts to fidig the i= sequece of partial
More informationSolving third order boundary value problem with fifth order block method
Matematical Metods i Egieerig ad Ecoomics Solvig tird order boudary value problem wit it order bloc metod A. S. Abdulla, Z. A. Majid, ad N. Seu Abstract We develop a it order two poit bloc metod or te
More informationA Class of Blended Block Second Derivative Multistep Methods for Stiff Systems
Iteratioal Joural of Iovative Mathematics, Statistics & Eerg Policies ():-6, Ja.-Mar. 7 SEAHI PUBLICATIONS, 7 www.seahipa.org ISSN: 67-8X A Class of Bleded Bloc Secod Derivative Multistep Methods for Stiff
More informationOn the Derivation and Implementation of a Four Stage Harmonic Explicit Runge-Kutta Method *
Applied Mathematics, 05, 6, 694-699 Published Olie April 05 i SciRes. http://www.scirp.org/joural/am http://dx.doi.org/0.46/am.05.64064 O the Derivatio ad Implemetatio of a Four Stage Harmoic Explicit
More informationLIMITS AND DERIVATIVES
Capter LIMITS AND DERIVATIVES. Overview.. Limits of a fuctio Let f be a fuctio defied i a domai wic we take to be a iterval, say, I. We sall study te cocept of it of f at a poit a i I. We say f ( ) is
More informationDefinition 4.2. (a) A sequence {x n } in a Banach space X is a basis for X if. unique scalars a n (x) such that x = n. a n (x) x n. (4.
4. BASES I BAACH SPACES 39 4. BASES I BAACH SPACES Sice a Baach space X is a vector space, it must possess a Hamel, or vector space, basis, i.e., a subset {x γ } γ Γ whose fiite liear spa is all of X ad
More informationNumerical Solution of the Two Point Boundary Value Problems By Using Wavelet Bases of Hermite Cubic Spline Wavelets
Australia Joural of Basic ad Applied Scieces, 5(): 98-5, ISSN 99-878 Numerical Solutio of the Two Poit Boudary Value Problems By Usig Wavelet Bases of Hermite Cubic Splie Wavelets Mehdi Yousefi, Hesam-Aldie
More informationThird-order Composite Runge Kutta Method for Solving Fuzzy Differential Equations
Global Joural of Pure ad Applied Mathematics. ISSN 097-768 Volume Number (06) pp. 7-76 Research Idia Publicatios http://www.ripublicatio.com/gjpam.htm Third-order Composite Ruge Kutta Method for Solvig
More informationFinite Difference Method for the Estimation of a Heat Source Dependent on Time Variable ABSTRACT
Malaysia Joural of Matematical Scieces 6(S): 39-5 () Special Editio of Iteratioal Worsop o Matematical Aalysis (IWOMA) Fiite Differece Metod for te Estimatio of a Heat Source Depedet o Time Variable, Allabere
More informationThe Advection-Diffusion equation!
ttp://www.d.edu/~gtryggva/cf-course/! Te Advectio-iffusio equatio! Grétar Tryggvaso! Sprig 3! Navier-Stokes equatios! Summary! u t + u u x + v u y = P ρ x + µ u + u ρ y Hyperbolic part! u x + v y = Elliptic
More informationComparison 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 informationScientific Research of the Institute of Mathematics and Computer Science
Scietific Researc of te Istitute of Matematics ad Computer Sciece ON THE TOLERANCE AVERAGING FOR DIFFERENTIAL OPERATORS WITH PERIODIC COEFFICIENTS Jolata Borowska, Łukasz Łaciński 2, Jowita Ryclewska,
More informationLIMITS AND DERIVATIVES NCERT
. Overview.. Limits of a fuctio Let f be a fuctio defied i a domai wic we take to be a iterval, say, I. We sall study te cocept of it of f at a poit a i I. We say f ( ) is te epected value of f at a give
More informationChapter 10: Power Series
Chapter : Power Series 57 Chapter Overview: Power Series The reaso series are part of a Calculus course is that there are fuctios which caot be itegrated. All power series, though, ca be itegrated because
More informationA collocation method for singular integral equations with cosecant kernel via Semi-trigonometric interpolation
Iteratioal Joural of Mathematics Research. ISSN 0976-5840 Volume 9 Number 1 (017) pp. 45-51 Iteratioal Research Publicatio House http://www.irphouse.com A collocatio method for sigular itegral equatios
More informationCastiel, Supernatural, Season 6, Episode 18
13 Differetial Equatios the aswer to your questio ca best be epressed as a series of partial differetial equatios... Castiel, Superatural, Seaso 6, Episode 18 A differetial equatio is a mathematical equatio
More informationImplicit function theorem
Jovo Jaric Implicit fuctio theorem The reader kows that the equatio of a curve i the x - plae ca be expressed F x, =., this does ot ecessaril represet a fuctio. Take, for example F x, = 2x x =. (1 either
More informationInverse Nodal Problems for Differential Equation on the Half-line
Australia Joural of Basic ad Applied Scieces, 3(4): 4498-4502, 2009 ISSN 1991-8178 Iverse Nodal Problems for Differetial Equatio o the Half-lie 1 2 3 A. Dabbaghia, A. Nematy ad Sh. Akbarpoor 1 Islamic
More information62. 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 informationA NUMERICAL METHOD OF SOLVING CAUCHY PROBLEM FOR DIFFERENTIAL EQUATIONS BASED ON A LINEAR APPROXIMATION
U.P.B. Sci. Bull., Series A, Vol. 79, Iss. 4, 7 ISSN -77 A NUMERICAL METHOD OF SOLVING CAUCHY PROBLEM FOR DIFFERENTIAL EQUATIONS BASED ON A LINEAR APPROXIMATION Cristia ŞERBĂNESCU, Marius BREBENEL A alterate
More informationALLOCATING SAMPLE TO STRATA PROPORTIONAL TO AGGREGATE MEASURE OF SIZE WITH BOTH UPPER AND LOWER BOUNDS ON THE NUMBER OF UNITS IN EACH STRATUM
ALLOCATING SAPLE TO STRATA PROPORTIONAL TO AGGREGATE EASURE OF SIZE WIT BOT UPPER AND LOWER BOUNDS ON TE NUBER OF UNITS IN EAC STRATU Lawrece R. Erst ad Cristoper J. Guciardo Erst_L@bls.gov, Guciardo_C@bls.gov
More informationlim za n n = z lim a n n.
Lecture 6 Sequeces ad Series Defiitio 1 By a sequece i a set A, we mea a mappig f : N A. It is customary to deote a sequece f by {s } where, s := f(). A sequece {z } of (complex) umbers is said to be coverget
More informationComputation of Hahn Moments for Large Size Images
Joural of Computer Sciece 6 (9): 37-4, ISSN 549-3636 Sciece Publicatios Computatio of Ha Momets for Large Size Images A. Vekataramaa ad P. Aat Raj Departmet of Electroics ad Commuicatio Egieerig, Quli
More information9.3 The INTEGRAL TEST; p-series
Lecture 9.3 & 9.4 Math 0B Nguye of 6 Istructor s Versio 9.3 The INTEGRAL TEST; p-series I this ad the followig sectio, you will study several covergece tests that apply to series with positive terms. Note
More informationx x x 2x x N ( ) p NUMERICAL METHODS UNIT-I-SOLUTION OF EQUATIONS AND EIGENVALUE PROBLEMS By Newton-Raphson formula
NUMERICAL METHODS UNIT-I-SOLUTION OF EQUATIONS AND EIGENVALUE PROBLEMS. If g( is cotiuous i [a,b], te uder wat coditio te iterative (or iteratio metod = g( as a uique solutio i [a,b]? '( i [a,b].. Wat
More informationChapter 2: Numerical Methods
Chapter : Numerical Methods. Some Numerical Methods for st Order ODEs I this sectio, a summar of essetial features of umerical methods related to solutios of ordiar differetial equatios is give. I geeral,
More informationSingular Continuous Measures by Michael Pejic 5/14/10
Sigular Cotiuous Measures by Michael Peic 5/4/0 Prelimiaries Give a set X, a σ-algebra o X is a collectio of subsets of X that cotais X ad ad is closed uder complemetatio ad coutable uios hece, coutable
More informationLecture 3 The Lebesgue Integral
Lecture 3: The Lebesgue Itegral 1 of 14 Course: Theory of Probability I Term: Fall 2013 Istructor: Gorda Zitkovic Lecture 3 The Lebesgue Itegral The costructio of the itegral Uless expressly specified
More informationNEW FAST CONVERGENT SEQUENCES OF EULER-MASCHERONI TYPE
UPB Sci Bull, Series A, Vol 79, Iss, 207 ISSN 22-7027 NEW FAST CONVERGENT SEQUENCES OF EULER-MASCHERONI TYPE Gabriel Bercu We itroduce two ew sequeces of Euler-Mascheroi type which have fast covergece
More informationApplication of a Two-Step Third-Derivative Block Method for Starting Numerov Method
Iteratioal Joural of eoretical ad Applied Matematics 7; (: -5 ttp://wwwsciecepublisiroupcom//itam doi: 648/itam75 Applicatio of a wo-step ird-derivative Block Metod for Starti Numerov Metod Oluwaseu Adeyeye
More informationBenaissa Bernoussi Université Abdelmalek Essaadi, ENSAT de Tanger, B.P. 416, Tanger, Morocco
EXTENDING THE BERNOULLI-EULER METHOD FOR FINDING ZEROS OF HOLOMORPHIC FUNCTIONS Beaissa Beroussi Uiversité Abdelmalek Essaadi, ENSAT de Tager, B.P. 416, Tager, Morocco e-mail: Beaissa@fstt.ac.ma Mustapha
More informationFamurewa O. K. E*, Ademiluyi R. A. and Awoyemi D. O.
Africa Joural of Matematics ad omputer Sciece Researc Vol. (), pp. -, Marc Available olie at ttp://www.academicourals.org/ajmsr ISSN 6-97 Academic Jourals Full Legt Researc Paper A comparative stud of
More informationInfinite 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 informationLECTURE 2 LEAST SQUARES CROSS-VALIDATION FOR KERNEL DENSITY ESTIMATION
Jauary 3 07 LECTURE LEAST SQUARES CROSS-VALIDATION FOR ERNEL DENSITY ESTIMATION Noparametric kerel estimatio is extremely sesitive to te coice of badwidt as larger values of result i averagig over more
More informationMath 25 Solutions to practice problems
Math 5: Advaced Calculus UC Davis, Sprig 0 Math 5 Solutios to practice problems Questio For = 0,,, 3,... ad 0 k defie umbers C k C k =! k!( k)! (for k = 0 ad k = we defie C 0 = C = ). by = ( )... ( k +
More informationMore Elementary Aspects of Numerical Solutions of PDEs!
ttp://www.d.edu/~gtryggva/cfd-course/ Outlie More Elemetary Aspects o Numerical Solutios o PDEs I tis lecture we cotiue to examie te elemetary aspects o umerical solutios o partial dieretial equatios.
More informationChapter 6 Infinite Series
Chapter 6 Ifiite Series I the previous chapter we cosidered itegrals which were improper i the sese that the iterval of itegratio was ubouded. I this chapter we are goig to discuss a topic which is somewhat
More informationFundamental Concepts: Surfaces and Curves
UNDAMENTAL CONCEPTS: SURACES AND CURVES CHAPTER udametal Cocepts: Surfaces ad Curves. INTRODUCTION This chapter describes two geometrical objects, vi., surfaces ad curves because the pla a ver importat
More informationCHAPTER 10 INFINITE SEQUENCES AND SERIES
CHAPTER 10 INFINITE SEQUENCES AND SERIES 10.1 Sequeces 10.2 Ifiite Series 10.3 The Itegral Tests 10.4 Compariso Tests 10.5 The Ratio ad Root Tests 10.6 Alteratig Series: Absolute ad Coditioal Covergece
More informationTaylor polynomial solution of difference equation with constant coefficients via time scales calculus
TMSCI 3, o 3, 129-135 (2015) 129 ew Treds i Mathematical Scieces http://wwwtmscicom Taylor polyomial solutio of differece equatio with costat coefficiets via time scales calculus Veysel Fuat Hatipoglu
More informationTopic 9: Sampling Distributions of Estimators
Topic 9: Samplig Distributios of Estimators Course 003, 2016 Page 0 Samplig distributios of estimators Sice our estimators are statistics (particular fuctios of radom variables), their distributio ca be
More informationThe Numerical Solution of Singular Fredholm Integral Equations of the Second Kind
WDS' Proceedigs of Cotributed Papers, Part I, 57 64, 2. ISBN 978-8-7378-39-2 MATFYZPRESS The Numerical Solutio of Sigular Fredholm Itegral Equatios of the Secod Kid J. Rak Charles Uiversity, Faculty of
More informationd y f f dy Numerical Solution of Ordinary Differential Equations Consider the 1 st order ordinary differential equation (ODE) . dx
umerical Solutio o Ordiar Dieretial Equatios Cosider te st order ordiar dieretial equatio ODE d. d Te iitial coditio ca be tae as. Te we could use a Talor series about ad obtai te complete solutio or......!!!
More informationA) is empty. B) is a finite set. C) can be a countably infinite set. D) can be an uncountable set.
M.A./M.Sc. (Mathematics) Etrace Examiatio 016-17 Max Time: hours Max Marks: 150 Istructios: There are 50 questios. Every questio has four choices of which exactly oe is correct. For correct aswer, 3 marks
More informationThe Jordan Normal Form: A General Approach to Solving Homogeneous Linear Systems. Mike Raugh. March 20, 2005
The Jorda Normal Form: A Geeral Approach to Solvig Homogeeous Liear Sstems Mike Raugh March 2, 25 What are we doig here? I this ote, we describe the Jorda ormal form of a matrix ad show how it ma be used
More informationPartial Differential Equations
EE 84 Matematical Metods i Egieerig Partial Differetial Eqatios Followig are some classical partial differetial eqatios were is assmed to be a fctio of two or more variables t (time) ad y (spatial coordiates).
More informationChapter 4. Fourier Series
Chapter 4. Fourier Series At this poit we are ready to ow cosider the caoical equatios. Cosider, for eample the heat equatio u t = u, < (4.) subject to u(, ) = si, u(, t) = u(, t) =. (4.) Here,
More informationLecture 8: Solving the Heat, Laplace and Wave equations using finite difference methods
Itroductory lecture otes o Partial Differetial Equatios - c Athoy Peirce. Not to be copied, used, or revised without explicit writte permissio from the copyright ower. 1 Lecture 8: Solvig the Heat, Laplace
More informationChapter 9: Numerical Differentiation
178 Chapter 9: Numerical Differetiatio Numerical Differetiatio Formulatio of equatios for physical problems ofte ivolve derivatives (rate-of-chage quatities, such as velocity ad acceleratio). Numerical
More informationMathematical Methods for Physics and Engineering
Mathematical Methods for Physics ad Egieerig Lecture otes Sergei V. Shabaov Departmet of Mathematics, Uiversity of Florida, Gaiesville, FL 326 USA CHAPTER The theory of covergece. Numerical sequeces..
More informationWe are mainly going to be concerned with power series in x, such as. (x)} converges - that is, lims N n
Review of Power Series, Power Series Solutios A power series i x - a is a ifiite series of the form c (x a) =c +c (x a)+(x a) +... We also call this a power series cetered at a. Ex. (x+) is cetered at
More informationSequences A sequence of numbers is a function whose domain is the positive integers. We can see that the sequence
Sequeces A sequece of umbers is a fuctio whose domai is the positive itegers. We ca see that the sequece 1, 1, 2, 2, 3, 3,... is a fuctio from the positive itegers whe we write the first sequece elemet
More information3 Gauss map and continued fractions
ICTP, Trieste, July 08 Gauss map ad cotiued fractios I this lecture we will itroduce the Gauss map, which is very importat for its coectio with cotiued fractios i umber theory. The Gauss map G : [0, ]
More information1 6 = 1 6 = + Factorials and Euler s Gamma function
Royal Holloway Uiversity of Lodo Departmet of Physics Factorials ad Euler s Gamma fuctio Itroductio The is a self-cotaied part of the course dealig, essetially, with the factorial fuctio ad its geeralizatio
More informationDEGENERACY AND ALL THAT
DEGENERACY AND ALL THAT Te Nature of Termodyamics, Statistical Mecaics ad Classical Mecaics Termodyamics Te study of te equilibrium bulk properties of matter witi te cotext of four laws or facts of experiece
More informationwavelet collocation method for solving integro-differential equation.
IOSR Joural of Egieerig (IOSRJEN) ISSN (e): 5-3, ISSN (p): 78-879 Vol. 5, Issue 3 (arch. 5), V3 PP -7 www.iosrje.org wavelet collocatio method for solvig itegro-differetial equatio. Asmaa Abdalelah Abdalrehma
More informationNUMERICAL SOLUTIONS OF THE FRACTIONAL KdV-BURGERS-KURAMOTO EQUATION
S5 NUMERICAL SOLUTIONS OF THE FRACTIONAL KdV-BURGERS-KURAMOTO EQUATION by Doga KAYA a*, Sema GULBAHAR a, ad Asif YOKUS b a Departmet of Matematics, Istabul Commerce Uiversity, Uskudar, Istabul, Turkey
More informationNonparametric regression: minimax upper and lower bounds
Capter 4 Noparametric regressio: miimax upper ad lower bouds 4. Itroductio We cosider oe of te two te most classical o-parametric problems i tis example: estimatig a regressio fuctio o a subset of te real
More informationFinite Difference Approximation for First- Order Hyperbolic Partial Differential Equation Arising in Neuronal Variability with Shifts
Iteratioal Joural of Scietific Egieerig ad Research (IJSER) wwwiseri ISSN (Olie): 347-3878, Impact Factor (4): 35 Fiite Differece Approimatio for First- Order Hyperbolic Partial Differetial Equatio Arisig
More informationUniversity of Washington Department of Chemistry Chemistry 453 Winter Quarter 2015
Uiversity of Wasigto Departmet of Cemistry Cemistry 453 Witer Quarter 15 Lecture 14. /11/15 Recommeded Text Readig: Atkis DePaula: 9.1, 9., 9.3 A. Te Equipartitio Priciple & Eergy Quatizatio Te Equipartio
More informationNICK DUFRESNE. 1 1 p(x). To determine some formulas for the generating function of the Schröder numbers, r(x) = a(x) =
AN INTRODUCTION TO SCHRÖDER AND UNKNOWN NUMBERS NICK DUFRESNE Abstract. I this article we will itroduce two types of lattice paths, Schröder paths ad Ukow paths. We will examie differet properties of each,
More informationAn application of a subset S of C onto another S' defines a function [f(z)] of the complex variable z.
Diola Bagaoko (1 ELEMENTARY FNCTIONS OFA COMPLEX VARIABLES I Basic Defiitio of a Fuctio of a Comple Variable A applicatio of a subset S of C oto aother S' defies a fuctio [f(] of the comple variable z
More informationRAINFALL PREDICTION BY WAVELET DECOMPOSITION
RAIFALL PREDICTIO BY WAVELET DECOMPOSITIO A. W. JAYAWARDEA Departmet of Civil Egieerig, The Uiversit of Hog Kog, Hog Kog, Chia P. C. XU Academ of Mathematics ad Sstem Scieces, Chiese Academ of Scieces,
More informationTeaching Mathematics Concepts via Computer Algebra Systems
Iteratioal Joural of Mathematics ad Statistics Ivetio (IJMSI) E-ISSN: 4767 P-ISSN: - 4759 Volume 4 Issue 7 September. 6 PP-- Teachig Mathematics Cocepts via Computer Algebra Systems Osama Ajami Rashaw,
More informationCOMMON FIXED POINT THEOREMS FOR WEAKLY COMPATIBLE MAPPINGS IN COMPLEX VALUED b-metric SPACES
I S S N 3 4 7-9 J o u r a l o f A d v a c e s i M a t h e m a t i c s COMMON FIXED POINT THEOREMS FOR WEAKLY COMPATIBLE MAPPINGS IN COMPLEX VALUED b-metric SPACES Ail Kumar Dube, Madhubala Kasar, Ravi
More informationImproved Estimation of Rare Sensitive Attribute in a Stratified Sampling Using Poisson Distribution
Ope Joural of Statistics, 06, 6, 85-95 Publised Olie February 06 i SciRes ttp://wwwscirporg/joural/ojs ttp://dxdoiorg/0436/ojs0660 Improved Estimatio of Rare Sesitive ttribute i a Stratified Samplig Usig
More informationSimilarity Solutions to Unsteady Pseudoplastic. Flow Near a Moving Wall
Iteratioal Mathematical Forum, Vol. 9, 04, o. 3, 465-475 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/0.988/imf.04.48 Similarity Solutios to Usteady Pseudoplastic Flow Near a Movig Wall W. Robi Egieerig
More informationLecture 6 Chi Square Distribution (χ 2 ) and Least Squares Fitting
Lecture 6 Chi Square Distributio (χ ) ad Least Squares Fittig Chi Square Distributio (χ ) Suppose: We have a set of measuremets {x 1, x, x }. We kow the true value of each x i (x t1, x t, x t ). We would
More informationSequences, Mathematical Induction, and Recursion. CSE 2353 Discrete Computational Structures Spring 2018
CSE 353 Discrete Computatioal Structures Sprig 08 Sequeces, Mathematical Iductio, ad Recursio (Chapter 5, Epp) Note: some course slides adopted from publisher-provided material Overview May mathematical
More informationMAT1026 Calculus II Basic Convergence Tests for Series
MAT026 Calculus II Basic Covergece Tests for Series Egi MERMUT 202.03.08 Dokuz Eylül Uiversity Faculty of Sciece Departmet of Mathematics İzmir/TURKEY Cotets Mootoe Covergece Theorem 2 2 Series of Real
More informationStability Analysis of the Euler Discretization for SIR Epidemic Model
Stability Aalysis of the Euler Discretizatio for SIR Epidemic Model Agus Suryato Departmet of Mathematics, Faculty of Scieces, Brawijaya Uiversity, Jl Vetera Malag 6545 Idoesia Abstract I this paper we
More informationFinite Difference Approximation for Transport Equation with Shifts Arising in Neuronal Variability
Iteratioal Joural of Sciece ad Research (IJSR) ISSN (Olie): 39-764 Ide Copericus Value (3): 64 Impact Factor (3): 4438 Fiite Differece Approimatio for Trasport Equatio with Shifts Arisig i Neuroal Variability
More informationA sequence of numbers is a function whose domain is the positive integers. We can see that the sequence
Sequeces A sequece of umbers is a fuctio whose domai is the positive itegers. We ca see that the sequece,, 2, 2, 3, 3,... is a fuctio from the positive itegers whe we write the first sequece elemet as
More informationStreamfunction-Vorticity Formulation
Streamfuctio-Vorticity Formulatio A. Salih Departmet of Aerospace Egieerig Idia Istitute of Space Sciece ad Techology, Thiruvaathapuram March 2013 The streamfuctio-vorticity formulatio was amog the first
More informationSome New Iterative Methods for Solving Nonlinear Equations
World Applied Scieces Joural 0 (6): 870-874, 01 ISSN 1818-495 IDOSI Publicatios, 01 DOI: 10.589/idosi.wasj.01.0.06.830 Some New Iterative Methods for Solvig Noliear Equatios Muhammad Aslam Noor, Khalida
More informationAverage Number of Real Zeros of Random Fractional Polynomial-II
Average Number of Real Zeros of Radom Fractioal Polyomial-II K Kadambavaam, PG ad Research Departmet of Mathematics, Sri Vasavi College, Erode, Tamiladu, Idia M Sudharai, Departmet of Mathematics, Velalar
More informationLecture 6 Chi Square Distribution (χ 2 ) and Least Squares Fitting
Lecture 6 Chi Square Distributio (χ ) ad Least Squares Fittig Chi Square Distributio (χ ) Suppose: We have a set of measuremets {x 1, x, x }. We kow the true value of each x i (x t1, x t, x t ). We would
More informationWeighted Approximation by Videnskii and Lupas Operators
Weighted Approximatio by Videsii ad Lupas Operators Aif Barbaros Dime İstabul Uiversity Departmet of Egieerig Sciece April 5, 013 Aif Barbaros Dime İstabul Uiversity Departmet Weightedof Approximatio Egieerig
More informationChapter 3. Strong convergence. 3.1 Definition of almost sure convergence
Chapter 3 Strog covergece As poited out i the Chapter 2, there are multiple ways to defie the otio of covergece of a sequece of radom variables. That chapter defied covergece i probability, covergece i
More informationLecture 7 Testing Nonlinear Inequality Restrictions 1
Eco 75 Lecture 7 Testig Noliear Iequality Restrictios I Lecture 6, we discussed te testig problems were te ull ypotesis is de ed by oliear equality restrictios: H : ( ) = versus H : ( ) 6= : () We sowed
More information7 Sequences of real numbers
40 7 Sequeces of real umbers 7. Defiitios ad examples Defiitio 7... A sequece of real umbers is a real fuctio whose domai is the set N of atural umbers. Let s : N R be a sequece. The the values of s are
More informationZ ß cos x + si x R du We start with the substitutio u = si(x), so du = cos(x). The itegral becomes but +u we should chage the limits to go with the ew
Problem ( poits) Evaluate the itegrals Z p x 9 x We ca draw a right triagle labeled this way x p x 9 From this we ca read off x = sec, so = sec ta, ad p x 9 = R ta. Puttig those pieces ito the itegralrwe
More informationApplication to Random Graphs
A Applicatio to Radom Graphs Brachig processes have a umber of iterestig ad importat applicatios. We shall cosider oe of the most famous of them, the Erdős-Réyi radom graph theory. 1 Defiitio A.1. Let
More informationMa 530 Introduction to Power Series
Ma 530 Itroductio to Power Series Please ote that there is material o power series at Visual Calculus. Some of this material was used as part of the presetatio of the topics that follow. What is a Power
More informationHigher-order iterative methods by using Householder's method for solving certain nonlinear equations
Math Sci Lett, No, 7- ( 7 Mathematical Sciece Letters A Iteratioal Joural http://dxdoiorg/785/msl/5 Higher-order iterative methods by usig Householder's method for solvig certai oliear equatios Waseem
More information6 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 informationRecurrence 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