BERNSTEIN COLLOCATION METHOD FOR SOLVING NONLINEAR DIFFERENTIAL EQUATIONS. Aysegul Akyuz Dascioglu and Nese Isler

Size: px
Start display at page:

Download "BERNSTEIN COLLOCATION METHOD FOR SOLVING NONLINEAR DIFFERENTIAL EQUATIONS. Aysegul Akyuz Dascioglu and Nese Isler"

Transcription

1 Mathematcal ad Computatoal Applcatos, Vol. 8, No. 3, pp , 203 BERNSTEIN COLLOCATION METHOD FOR SOLVING NONLINEAR DIFFERENTIAL EQUATIONS Aysegul Ayuz Dascoglu ad Nese Isler Departmet of Mathematcs, Pamuale Uversty, 20070, Dezl, Turey 2 Departmet of Mathematcs, Mehmet Af Ersoy Uversty, 5000, Burdur, Turey aayuz@pau.edu.tr, sler@mehmetaf.edu.tr Abstract- I ths study, a collocato method based o Berste polyomals s developed for soluto of the olear ordary dfferetal equatos wth varable coeffcets, uder the mxed codtos. These equatos are expressed as lear ordary dfferetal equatos va quaslearzato method teratvely. By usg the Berste collocato method, solutos of these lear equatos are approxmated. Combg the quaslearzato ad the Berste collocato methods, the approxmato soluto of olear dfferetal equatos s obtaed. Moreover, some umercal solutos are gve to llustrate the accuracy ad mplemetato of the method. Key Words- Berste polyomal approxmato, Quaslearzato techque, Nolear dfferetal equatos, Collocato method. INTRODUCTION The quaslearzato method [2, 4, 2] based o the Newto-Raphso method s a effectve approxmato techque for soluto of the olear dfferetal equatos ad partal dfferetal equatos. Am of ths method s to solve a olear th order ordary or partal dfferetal equato N dmesos as a lmt of a sequece of lear dfferetal equatos. So t s a powerful tool that olear dfferetal equatos are expressed as a sequece of lear dfferetal equatos. Ths method also provdes a sequece of fuctos whch coverges rather rapdly to the solutos of the orgal olear equatos. Moreover, ths method has bee appled to a varety of problems volvg dfferet equatos le olear tal ad boudary value problems volvg fuctoal dfferetal equatos [], fuctoal dfferetal equatos wth retardato ad atcpato [5], sgular boudary value problems [], olear Volterra tegral equatos [8,0], mx tegral equatos [3], tegro-dfferetal equato [3]. The Berste polyomals ad ther bass form that ca be geeralzed o the terval [a,b],are defed as follows: Defto. Geeralzed Berste bass polyomals ca be defed o the terval [a, b]; by p, x x a b x ; 0,,,. b a For coveece, we set p, (x) = 0, f < 0 or >.

2 294 A. Ayuz Dascoglu ad N. Isler We gve the propertes of the geeralzed Berste bass polyomals the followg lst: (a) Postvty property: x a, b. p x s hold for all =0,,..., ad all, 0 (b) Uty partto property: 0, x p, x p,x 0 0 p. (c) Recurso's relato property: p, x b x p, x ( x a) p, x b a. (d) Frst dervatves of the geeralzed Berste bass polyomals: d p, x p, x p, x. dx b a Defto.2 Let y :, a b be cotuous fucto o the terval [a, b]. Berste polyomals of th-degree are defed by ( b a) B ( y; x) ya p, x. 0 Theorem. If y C a, b coverges uformly., for some teger m 0, the ( ) ( ) lm ( ; ) ; 0,,, B y x y x m For more formato about Berste polyomals, see [6, 7]. Cosder the mth-order olear dfferetal equato ( m),,,..., m y x f x y x y x y x, a x b uder the tal codtos m, () y c ; 0,,..., m, c[ a, b] ; (2) 0 or boudary codtos m y a y b ; 0,,..., m. (3) 0 Here f s olear fucto ad f f s fuctoal dervatves of the m f x, y x, y( x),..., y ( x) o the terval [a, b],,,, y y ad are ow costats, ad y(x) s uow fucto. I ths paper, frst purpose s to express the olear equato () wth codtos (2) or (3) as a sequece of mth-order lear dfferetal equatos by usg quaslearzato method [9] teratvely:

3 Berste Collocato Method for Solvg Nolear Dfferetal Equatos 295 m y f x, y, y,, y y y f x, y, y,, y. (4) ( m) ( m ) ( ) ( m ) r r r r r r y r r r 0 uder the tal codtos m ( ) yr c ; 0,,..., m, ca, b (5) 0 or boudary codtos m yr a yr b ; 0,,, m. (6) 0 Secod purpose s to approxmate the solutos of lear dfferetal equatos (4) wth Berste polyomals: ( ) ( ) r( ) r; r, 0 ( ba) y x B y x y a p x (7) The paper s orgazed as follows. I Secto 2, some fudametal relatos are gve for the geeralzed Berste bass polyomals ad ts dervatves. Combg the quaslearzato ad the Berste collocato methods, the approxmato solutos of the olear dfferetal equatos are troduced Secto 3. I Secto 4, some umercal examples are preseted for exhbtg the accuracy ad applcablty of the proposed method. The Secto 5 s eded wth the coclusos. 2. FUNDAMENTAL RELATIONS Theorem 2. Ay geeralzed Berste bass polyomals of degree ca be wrtte as a lear combato of the geeralzed Berste bass polyomals of degree + : p,, x p x p, x. Proof. We ca easly prove ths theorem va defto of the geeralzed Berste polyomals. For more formato, see [6]. Theorem 2.2 The frst dervatves of th degree geeralzed Berste bass polyomals ca be wrtte as a lear combato of the geeralzed Berste bass polyomals of degree : d p, x p, x 2 p, x p, x. dx b a Proof. By utlzg Theorem 2., the followg fuctos ca be wrtte as p, x p, x p, x, p, x p, x p, x. Substtutg these relatos to the rght had sde of the property (d), the desred relato s obtaed. Theorem 2.3 There s a relato betwee geeralzed Berste bass polyomals matrx ad ther dervatves the form P () (x) = P (x) N ; =,...,.

4 296 A. Ayuz Dascoglu ad N. Isler Here the elemets of ( + ) ( +) matrx N m,, = 0,,, are defed by:, f 2, f m. ba, f 0, otherwse Proof. From Theorem 2.2 ad codto, p x f < 0 or >, we have, 0 ba ba (2 ) 2 ( ) (4 ) 3 p x p x p x 0, 0,, p x p x p x p x, 0,, 2, p 2, x p b a, x p2, x p3, x 2 ( 2) ba. p, x p2, x p, x p, x p, x p, x p, x ba Hece we obta the matrx relato P (x) =P(x)N such that P ( x) p 0, x p, x p, x P ( x) p 0, x p, x p, x N I a smlar way, the secod dervatves P (x)= P (x)n= P(x)N². Thus we get dervatves of the uow fucto the form P () (x) = P (-) (x)n= P(x)N. Ths completes the proof. Theorem 3. Let x a, b 3. METHOD OF THE SOLUTION ; = 0,,, be collocato pots. Geeral mth-order olear dfferetal equato () ca be wrtte as the matrx form of a sequece of lear dfferetal equatos: m m PN Hr PN Yr G r; r 0,... (8) 0

5 Berste Collocato Method for Solvg Nolear Dfferetal Equatos 297 Here the matrces are H dag h x, P x, x r r p, G ad r gr Y ba r yr a ;, 0,...,. Proof. Let x be chose fucto that provde gve tal or boudary codtos. y0 Cosder the sequece of lear dfferetal equatos (4) for olear dfferetal equato () as follows: m ( m) ( m ) ( ) ( m ) ( ) ( m ) r ( ) r r r r y y r r r r r r r 0 y f x, y, y,..., y y f x, y, y,..., y y f x, y, y,..., y. We use the Berste collocato method for solvg these seres of lear equatos. The expresso (7) ca be deoted by the matrx form ( ) ( ) ( ) y ( x) B y ; x P Y. r r r By utlzg Theorem 2.3, the dervatves of the uow fuctos ca also be wrtte by ( ) y ( x) P x N Y ; 0,,..., m. (9) r r Substtutg the collocato pots ad relato (9) to equatos (4), we obta the lear algebrac equato systems m m P x N Y h x P x N Y g x ; 0,, (0) r r r r 0 ( ) ( ) r( ) r; ; 0,,, hr such that y x B y x m. Here x ad gr x by ( m) hr x f x, yr x, yr ' x,..., yr x, y ( m),, ',..., g x f x y x y x y x r r r r m 0 ( ) y ( m) ( ) r r r r f x, y x, y ' x,..., y x y x. s deoted Cosderg the matrces P( x0 ) hr x0 0 0 g rx0 ( x ) P P, 0 hr x 0 H r, g r x G r, P x 0 0 h r x g r x the lear equato systems (0) ca be deoted by the matrx form (8) ad the proof s completed. We ca solve the dfferetal equato wth varable coeffcets uder the codtos gve the followg steps: Step. The equato (8) ca be wrtte the compact form W ; G, W Y G or r r r r r

6 298 A. Ayuz Dascoglu ad N. Isler m m so that W PN H PN. Ths matrx equato () correspods to a lear r 0 r algebrac systems wth uow coeffcets y ; 0,, r r teratvely. Step 2. From the expresso (9), the matrx forms of the codtos (5) ad (6) ca be wrtte respectvely m c v,0 v, v, 0 V P N m [ a b ] u,0 u, u, 0 U P N P N or compactly V Y or [ V ; ], r U Y or [U ; ]. r Step 3. To obta the solutos of equatos (4) uder the codtos (5) or (6), we add the elemets of the row matrces (2) or (3) to the ed of the matrx (). I ths way, we have the ew augmeted matrx r; r W G. Here the augmeted matrx s a (+m+) (+) rectagular matrx. Ths ew matrx equato shortly ca be deoted by W r Y G r. r Step 4. If ra W r ra r; r W G, the uow coeffcets y ; 0,, r r are uquely determed teratvely. These ds of systems ca be solved by the Gauss Elmato, Geeralzed Iverse ad QR factorzato methods., 4. NUMERICAL RESULTS Two umercal examples are cosdered by usg the preseted method o ba collocato pots x a ; 0,,. Numercal results are wrtte Matlab 7.. Example 4. Cosder the followg olear boudary value problem [2]: y y e ; 0 x ; y 0 y 0 The exact soluto of the above equato s yx c cx where c = Let be y ( x) 0 0 Table. Maxmum errors of Example 4.. E E 2 E 3 2.0e e e e e e e e e e e e e e e l 2 2l sec / 2 / 2,

7 Berste Collocato Method for Solvg Nolear Dfferetal Equatos 299 Usg the Berste collocato method, the maxmum errors are gve the Table. The umercal results show that the proposed method ca be applcable to the olear dfferetal equatos ad have effectve results for creasg. Example 4.2 Cosder the followg olear boudary value problem: 3 y 2 y ; x 0, ; y 0, y / 2 The aalytc soluto of the above equato s y( x) ( x). Let be Table 2. Absolute errors of Example 4.2. E E 2 E 3 E e e e e e e e 006.4e e e e e e e e e - 05 y0 x x 2. I Table 2, the maxmum errors are computed wth creasg. We show that the preseted method coverges rapdly to the exact soluto of the olear dfferetal equatos for creasg. 5. CONCLUSIONS I ths study, by usg quaslearzato techque, olear dfferetal equatos uder the tal or boudary codtos are expressed as a sequece of the lear dfferetal equatos teratvely. The, a collocato method based o geeralzed Berste polyomals s developed for solvg these equatos. If y(x) ad ts dervatves are cotuous fuctos o bouded terval [a,b], the the Berste collocato method ca be appled to ay tal or boudary value problems. Moreover, ths method has bee tested o two olear boudary problems, ad umercal results have bee preseted for showg applcablty, accuracy of the proposed method. Cosequetly, all of the reasos are revealed that the proposed method s ecouragg for solutos of the other problems volvg dfferet equatos. Acowledgmet- Ths wor s supported by Scetfc Research Proect Coordato Ut of Pamuale Uversty, No:202FBE REFERENCES. B. Ahmad, R. A. Kha ad S. Svasudaram, Geeralzed Quaslearzato Method for Nolear Fuctoal Dfferetal Equatos, Joural of Appled Mathematcs ad Stochastc Aalyss 6, 33-43, R. E. Belma ad R. E. Kalaba, Quaslearzato ad Nolear Boudary Value Problems, Amerca Elsever Publshg Compay, New Yor, F. Calo, F. Muoz ad E. Marchett, Drect ad teratve methods for the umercal soluto of mxed tegral equatos, Appled Mathematcs ad Computato 26, , 200.

8 300 A. Ayuz Dascoglu ad N. Isler 4. A. Charles ad Jr. Bard, Modfed Quaslearzato Techque for the Soluto of Boudary Value Problems for Ordary Dfferetal equatos, Joural of Optmzato Theory ad Applcatos 3, Z. Drca, F. A. McRaeb ad J. V. Devc, Quaslearzato for fuctoal dfferetal equatos wth retardato ad atcpato, Nolear Aalyss 70, , R. T. Farou, ad V.T. Raa, Algorthms for Polyomals Berste Form, Computer Aded Geometrc Desg 5, -26, G. G. Loretz, Berste polyomals, Chelsea Publshg, New Yor, N.Y., K. Maleead ad E. Naa, Numercal soluto of olear volterra tegral equatos usg the dea of quaslearzato, Commu Nolear Sc Numer Smulat 6, 93-00, V. B. Madelzweg ad F. Taba, Quaslearzato approach to olear problems physcs wth applcato to olear ODEs, Computer Physcs Commucatos 4, , S. G. Padt, Quadratcally covergg teratve schemes for olear volterra tegral equatos ad a applcato, Joural of Appled Mathematcs ad Stochastc Aalyss 0, 69-78, J. I. Ramos, Pecewse quaslearzato techques for sgular boudary-value problems, Computer Physcs Commucatos 58, 2-25, E. L. Staley, Quaslearzato ad Ivarat Imbeddg, Academc Press, New Yor, P. Wag, Y. Wu, ad B. Wwataapaphee, A Exteso of Method of Quaslearzato for Itegro-Dferetal Equatos, Iteratoal Joural of Pure ad Appled Mathematcs 54, 27-37, 2009.

Cubic Nonpolynomial Spline Approach to the Solution of a Second Order Two-Point Boundary Value Problem

Cubic Nonpolynomial Spline Approach to the Solution of a Second Order Two-Point Boundary Value Problem Joural of Amerca Scece ;6( Cubc Nopolyomal Sple Approach to the Soluto of a Secod Order Two-Pot Boudary Value Problem W.K. Zahra, F.A. Abd El-Salam, A.A. El-Sabbagh ad Z.A. ZAk * Departmet of Egeerg athematcs

More information

A Collocation Method for Solving Abel s Integral Equations of First and Second Kinds

A Collocation Method for Solving Abel s Integral Equations of First and Second Kinds A Collocato Method for Solvg Abel s Itegral Equatos of Frst ad Secod Kds Abbas Saadatmad a ad Mehd Dehgha b a Departmet of Mathematcs, Uversty of Kasha, Kasha, Ira b Departmet of Appled Mathematcs, Faculty

More information

A NEW NUMERICAL APPROACH FOR SOLVING HIGH-ORDER LINEAR AND NON-LINEAR DIFFERANTIAL EQUATIONS

A NEW NUMERICAL APPROACH FOR SOLVING HIGH-ORDER LINEAR AND NON-LINEAR DIFFERANTIAL EQUATIONS Secer, A., et al.: A New Numerıcal Approach for Solvıg Hıgh-Order Lıear ad No-Lıear... HERMAL SCIENCE: Year 8, Vol., Suppl., pp. S67-S77 S67 A NEW NUMERICAL APPROACH FOR SOLVING HIGH-ORDER LINEAR AND NON-LINEAR

More information

Numerical Analysis Formulae Booklet

Numerical Analysis Formulae Booklet Numercal Aalyss Formulae Booklet. Iteratve Scemes for Systems of Lear Algebrac Equatos:.... Taylor Seres... 3. Fte Dfferece Approxmatos... 3 4. Egevalues ad Egevectors of Matrces.... 3 5. Vector ad Matrx

More information

Derivation of 3-Point Block Method Formula for Solving First Order Stiff Ordinary Differential Equations

Derivation of 3-Point Block Method Formula for Solving First Order Stiff Ordinary Differential Equations Dervato of -Pot Block Method Formula for Solvg Frst Order Stff Ordary Dfferetal Equatos Kharul Hamd Kharul Auar, Kharl Iskadar Othma, Zara Bb Ibrahm Abstract Dervato of pot block method formula wth costat

More information

Generalized One-Step Third Derivative Implicit Hybrid Block Method for the Direct Solution of Second Order Ordinary Differential Equation

Generalized One-Step Third Derivative Implicit Hybrid Block Method for the Direct Solution of Second Order Ordinary Differential Equation Appled Mathematcal Sceces, Vol. 1, 16, o. 9, 417-4 HIKARI Ltd, www.m-hkar.com http://dx.do.org/1.1988/ams.16.51667 Geeralzed Oe-Step Thrd Dervatve Implct Hybrd Block Method for the Drect Soluto of Secod

More information

Functions of Random Variables

Functions of Random Variables Fuctos of Radom Varables Chapter Fve Fuctos of Radom Varables 5. Itroducto A geeral egeerg aalyss model s show Fg. 5.. The model output (respose) cotas the performaces of a system or product, such as weght,

More information

LINEAR RECURRENT SEQUENCES AND POWERS OF A SQUARE MATRIX

LINEAR RECURRENT SEQUENCES AND POWERS OF A SQUARE MATRIX INTEGERS: ELECTRONIC JOURNAL OF COMBINATORIAL NUMBER THEORY 6 2006, #A12 LINEAR RECURRENT SEQUENCES AND POWERS OF A SQUARE MATRIX Hacèe Belbachr 1 USTHB, Departmet of Mathematcs, POBox 32 El Ala, 16111,

More information

Application of Legendre Bernstein basis transformations to degree elevation and degree reduction

Application of Legendre Bernstein basis transformations to degree elevation and degree reduction Computer Aded Geometrc Desg 9 79 78 www.elsever.com/locate/cagd Applcato of Legedre Berste bass trasformatos to degree elevato ad degree reducto Byug-Gook Lee a Yubeom Park b Jaechl Yoo c a Dvso of Iteret

More information

Beam Warming Second-Order Upwind Method

Beam Warming Second-Order Upwind Method Beam Warmg Secod-Order Upwd Method Petr Valeta Jauary 6, 015 Ths documet s a part of the assessmet work for the subject 1DRP Dfferetal Equatos o Computer lectured o FNSPE CTU Prague. Abstract Ths documet

More information

2006 Jamie Trahan, Autar Kaw, Kevin Martin University of South Florida United States of America

2006 Jamie Trahan, Autar Kaw, Kevin Martin University of South Florida United States of America SOLUTION OF SYSTEMS OF SIMULTANEOUS LINEAR EQUATIONS Gauss-Sedel Method 006 Jame Traha, Autar Kaw, Kev Mart Uversty of South Florda Uted States of Amerca kaw@eg.usf.edu Itroducto Ths worksheet demostrates

More information

Solution of General Dual Fuzzy Linear Systems. Using ABS Algorithm

Solution of General Dual Fuzzy Linear Systems. Using ABS Algorithm Appled Mathematcal Sceces, Vol 6, 0, o 4, 63-7 Soluto of Geeral Dual Fuzzy Lear Systems Usg ABS Algorthm M A Farborz Aragh * ad M M ossezadeh Departmet of Mathematcs, Islamc Azad Uversty Cetral ehra Brach,

More information

A unified matrix representation for degree reduction of Bézier curves

A unified matrix representation for degree reduction of Bézier curves Computer Aded Geometrc Desg 21 2004 151 164 wwwelsevercom/locate/cagd A ufed matrx represetato for degree reducto of Bézer curves Hask Suwoo a,,1, Namyog Lee b a Departmet of Mathematcs, Kokuk Uversty,

More information

UNIT 2 SOLUTION OF ALGEBRAIC AND TRANSCENDENTAL EQUATIONS

UNIT 2 SOLUTION OF ALGEBRAIC AND TRANSCENDENTAL EQUATIONS Numercal Computg -I UNIT SOLUTION OF ALGEBRAIC AND TRANSCENDENTAL EQUATIONS Structure Page Nos..0 Itroducto 6. Objectves 7. Ital Approxmato to a Root 7. Bsecto Method 8.. Error Aalyss 9.4 Regula Fals Method

More information

Numerical Simulations of the Complex Modied Korteweg-de Vries Equation. Thiab R. Taha. The University of Georgia. Abstract

Numerical Simulations of the Complex Modied Korteweg-de Vries Equation. Thiab R. Taha. The University of Georgia. Abstract Numercal Smulatos of the Complex Moded Korteweg-de Vres Equato Thab R. Taha Computer Scece Departmet The Uversty of Georga Athes, GA 002 USA Tel 0-542-2911 e-mal thab@cs.uga.edu Abstract I ths paper mplemetatos

More information

On the convergence of derivatives of Bernstein approximation

On the convergence of derivatives of Bernstein approximation O the covergece of dervatves of Berste approxmato Mchael S. Floater Abstract: By dfferetatg a remader formula of Stacu, we derve both a error boud ad a asymptotc formula for the dervatves of Berste approxmato.

More information

F. Inequalities. HKAL Pure Mathematics. 進佳數學團隊 Dr. Herbert Lam 林康榮博士. [Solution] Example Basic properties

F. Inequalities. HKAL Pure Mathematics. 進佳數學團隊 Dr. Herbert Lam 林康榮博士. [Solution] Example Basic properties 進佳數學團隊 Dr. Herbert Lam 林康榮博士 HKAL Pure Mathematcs F. Ieualtes. Basc propertes Theorem Let a, b, c be real umbers. () If a b ad b c, the a c. () If a b ad c 0, the ac bc, but f a b ad c 0, the ac bc. Theorem

More information

Analysis of Lagrange Interpolation Formula

Analysis of Lagrange Interpolation Formula P IJISET - Iteratoal Joural of Iovatve Scece, Egeerg & Techology, Vol. Issue, December 4. www.jset.com ISS 348 7968 Aalyss of Lagrage Iterpolato Formula Vjay Dahya PDepartmet of MathematcsMaharaja Surajmal

More information

Mu Sequences/Series Solutions National Convention 2014

Mu Sequences/Series Solutions National Convention 2014 Mu Sequeces/Seres Solutos Natoal Coveto 04 C 6 E A 6C A 6 B B 7 A D 7 D C 7 A B 8 A B 8 A C 8 E 4 B 9 B 4 E 9 B 4 C 9 E C 0 A A 0 D B 0 C C Usg basc propertes of arthmetc sequeces, we fd a ad bm m We eed

More information

Approximate Solution of the Singular-Perturbation Problem on Chebyshev-Gauss Grid

Approximate Solution of the Singular-Perturbation Problem on Chebyshev-Gauss Grid Amerca Joural of Computatoal Mathematcs,,, 9-8 do:.436/ajcm..44 Publshed Ole December (http://www.scrp.org/joural/ajcm) Approxmate Soluto of the Sgular-Perturbato Problem o Chebyshev-Gauss Grd Abstract

More information

Research Article A New Derivation and Recursive Algorithm Based on Wronskian Matrix for Vandermonde Inverse Matrix

Research Article A New Derivation and Recursive Algorithm Based on Wronskian Matrix for Vandermonde Inverse Matrix Mathematcal Problems Egeerg Volume 05 Artcle ID 94757 7 pages http://ddoorg/055/05/94757 Research Artcle A New Dervato ad Recursve Algorthm Based o Wroska Matr for Vadermode Iverse Matr Qu Zhou Xja Zhag

More information

Generalized Jacobi Koornwinder s-type Bernstein polynomials bases transformations

Generalized Jacobi Koornwinder s-type Bernstein polynomials bases transformations Iteratoal Joural of Mathematcs Vol. 27, No. 11 (216 16586 (13 pages c World Scetfc Publshg Compay DOI: 1.1142/S129167X165865 Geeralzed Jacob Koorwder s-type Berste polyomals bases trasformatos Mohammad

More information

Estimation of Stress- Strength Reliability model using finite mixture of exponential distributions

Estimation of Stress- Strength Reliability model using finite mixture of exponential distributions Iteratoal Joural of Computatoal Egeerg Research Vol, 0 Issue, Estmato of Stress- Stregth Relablty model usg fte mxture of expoetal dstrbutos K.Sadhya, T.S.Umamaheswar Departmet of Mathematcs, Lal Bhadur

More information

TESTS BASED ON MAXIMUM LIKELIHOOD

TESTS BASED ON MAXIMUM LIKELIHOOD ESE 5 Toy E. Smth. The Basc Example. TESTS BASED ON MAXIMUM LIKELIHOOD To llustrate the propertes of maxmum lkelhood estmates ad tests, we cosder the smplest possble case of estmatg the mea of the ormal

More information

Solving Constrained Flow-Shop Scheduling. Problems with Three Machines

Solving Constrained Flow-Shop Scheduling. Problems with Three Machines It J Cotemp Math Sceces, Vol 5, 2010, o 19, 921-929 Solvg Costraed Flow-Shop Schedulg Problems wth Three Maches P Pada ad P Rajedra Departmet of Mathematcs, School of Advaced Sceces, VIT Uversty, Vellore-632

More information

arxiv: v4 [math.nt] 14 Aug 2015

arxiv: v4 [math.nt] 14 Aug 2015 arxv:52.799v4 [math.nt] 4 Aug 25 O the propertes of terated bomal trasforms for the Padova ad Perr matrx sequeces Nazmye Ylmaz ad Necat Tasara Departmet of Mathematcs, Faculty of Scece, Selcu Uversty,

More information

Numerical Solution of Linear Second Order Ordinary Differential Equations with Mixed Boundary Conditions by Galerkin Method

Numerical Solution of Linear Second Order Ordinary Differential Equations with Mixed Boundary Conditions by Galerkin Method Mathematcs ad Computer Scece 7; (5: 66-78 http://www.scecepublshggroup.com//mcs do:.648/.mcs.75. Numercal Soluto of Lear Secod Order Ordary Dfferetal Equatos wth Mxed Boudary Codtos by Galer Method Aalu

More information

Uniform asymptotical stability of almost periodic solution of a discrete multispecies Lotka-Volterra competition system

Uniform asymptotical stability of almost periodic solution of a discrete multispecies Lotka-Volterra competition system Iteratoal Joural of Egeerg ad Advaced Research Techology (IJEART) ISSN: 2454-9290, Volume-2, Issue-1, Jauary 2016 Uform asymptotcal stablty of almost perodc soluto of a dscrete multspeces Lotka-Volterra

More information

Online Publication Date: 12 December, 2011 Publisher: Asian Economic and Social Society

Online Publication Date: 12 December, 2011 Publisher: Asian Economic and Social Society Ole Publcato Date: December, Publsher: Asa Ecoomc ad Socal Socety Soluto Of A System Of Two Partal Dfferetal Equatos Of The Secod Order Usg Two Seres Hayder Jabbar Abood (Departmet of Mathematcs, College

More information

Research Article On Approximate Solutions for Fractional Logistic Differential Equation

Research Article On Approximate Solutions for Fractional Logistic Differential Equation Hdaw Publshg Corporato Mathematcal Problems Egeerg Volume 2013, Artcle ID 391901, 7 pages http://dx.do.org/10.11/2013/391901 Research Artcle O Approxmate Solutos for Fractoal Logstc Dfferetal Equato M.

More information

Journal of Mathematical Analysis and Applications

Journal of Mathematical Analysis and Applications J. Math. Aal. Appl. 365 200) 358 362 Cotets lsts avalable at SceceDrect Joural of Mathematcal Aalyss ad Applcatos www.elsever.com/locate/maa Asymptotc behavor of termedate pots the dfferetal mea value

More information

MOLECULAR VIBRATIONS

MOLECULAR VIBRATIONS MOLECULAR VIBRATIONS Here we wsh to vestgate molecular vbratos ad draw a smlarty betwee the theory of molecular vbratos ad Hückel theory. 1. Smple Harmoc Oscllator Recall that the eergy of a oe-dmesoal

More information

Research Article A Jacobi-Collocation Method for Second Kind Volterra Integral Equations with a Smooth Kernel

Research Article A Jacobi-Collocation Method for Second Kind Volterra Integral Equations with a Smooth Kernel Abstract ad Appled Aalyss Volume 014, Artcle D 913691, 10 pages http://d.do.org/10.1155/014/913691 Research Artcle A Jacob-Collocato Method for Secod Kd Volterra tegral Equatos wth a Smooth Kerel Hogfeg

More information

4 Inner Product Spaces

4 Inner Product Spaces 11.MH1 LINEAR ALGEBRA Summary Notes 4 Ier Product Spaces Ier product s the abstracto to geeral vector spaces of the famlar dea of the scalar product of two vectors or 3. I what follows, keep these key

More information

Dynamic Analysis of Axially Beam on Visco - Elastic Foundation with Elastic Supports under Moving Load

Dynamic Analysis of Axially Beam on Visco - Elastic Foundation with Elastic Supports under Moving Load Dyamc Aalyss of Axally Beam o Vsco - Elastc Foudato wth Elastc Supports uder Movg oad Saeed Mohammadzadeh, Seyed Al Mosayeb * Abstract: For dyamc aalyses of ralway track structures, the algorthm of soluto

More information

Q-analogue of a Linear Transformation Preserving Log-concavity

Q-analogue of a Linear Transformation Preserving Log-concavity Iteratoal Joural of Algebra, Vol. 1, 2007, o. 2, 87-94 Q-aalogue of a Lear Trasformato Preservg Log-cocavty Daozhog Luo Departmet of Mathematcs, Huaqao Uversty Quazhou, Fua 362021, P. R. Cha ldzblue@163.com

More information

Research Article Gauss-Lobatto Formulae and Extremal Problems

Research Article Gauss-Lobatto Formulae and Extremal Problems Hdaw Publshg Corporato Joural of Iequaltes ad Applcatos Volume 2008 Artcle ID 624989 0 pages do:055/2008/624989 Research Artcle Gauss-Lobatto Formulae ad Extremal Problems wth Polyomals Aa Mara Acu ad

More information

Overview of the weighting constants and the points where we evaluate the function for The Gaussian quadrature Project two

Overview of the weighting constants and the points where we evaluate the function for The Gaussian quadrature Project two Overvew of the weghtg costats ad the pots where we evaluate the fucto for The Gaussa quadrature Project two By Ashraf Marzouk ChE 505 Fall 005 Departmet of Mechacal Egeerg Uversty of Teessee Koxvlle, TN

More information

X ε ) = 0, or equivalently, lim

X ε ) = 0, or equivalently, lim Revew for the prevous lecture Cocepts: order statstcs Theorems: Dstrbutos of order statstcs Examples: How to get the dstrbuto of order statstcs Chapter 5 Propertes of a Radom Sample Secto 55 Covergece

More information

Chapter 2 - Free Vibration of Multi-Degree-of-Freedom Systems - II

Chapter 2 - Free Vibration of Multi-Degree-of-Freedom Systems - II CEE49b Chapter - Free Vbrato of Mult-Degree-of-Freedom Systems - II We ca obta a approxmate soluto to the fudametal atural frequecy through a approxmate formula developed usg eergy prcples by Lord Raylegh

More information

Unimodality Tests for Global Optimization of Single Variable Functions Using Statistical Methods

Unimodality Tests for Global Optimization of Single Variable Functions Using Statistical Methods Malaysa Umodalty Joural Tests of Mathematcal for Global Optmzato Sceces (): of 05 Sgle - 5 Varable (007) Fuctos Usg Statstcal Methods Umodalty Tests for Global Optmzato of Sgle Varable Fuctos Usg Statstcal

More information

Consensus Control for a Class of High Order System via Sliding Mode Control

Consensus Control for a Class of High Order System via Sliding Mode Control Cosesus Cotrol for a Class of Hgh Order System va Sldg Mode Cotrol Chagb L, Y He, ad Aguo Wu School of Electrcal ad Automato Egeerg, Taj Uversty, Taj, Cha, 300072 Abstract. I ths paper, cosesus problem

More information

Lecture Note to Rice Chapter 8

Lecture Note to Rice Chapter 8 ECON 430 HG revsed Nov 06 Lecture Note to Rce Chapter 8 Radom matrces Let Y, =,,, m, =,,, be radom varables (r.v. s). The matrx Y Y Y Y Y Y Y Y Y Y = m m m s called a radom matrx ( wth a ot m-dmesoal dstrbuto,

More information

{ }{ ( )} (, ) = ( ) ( ) ( ) Chapter 14 Exercises in Sampling Theory. Exercise 1 (Simple random sampling): Solution:

{ }{ ( )} (, ) = ( ) ( ) ( ) Chapter 14 Exercises in Sampling Theory. Exercise 1 (Simple random sampling): Solution: Chapter 4 Exercses Samplg Theory Exercse (Smple radom samplg: Let there be two correlated radom varables X ad A sample of sze s draw from a populato by smple radom samplg wthout replacemet The observed

More information

C-1: Aerodynamics of Airfoils 1 C-2: Aerodynamics of Airfoils 2 C-3: Panel Methods C-4: Thin Airfoil Theory

C-1: Aerodynamics of Airfoils 1 C-2: Aerodynamics of Airfoils 2 C-3: Panel Methods C-4: Thin Airfoil Theory ROAD MAP... AE301 Aerodyamcs I UNIT C: 2-D Arfols C-1: Aerodyamcs of Arfols 1 C-2: Aerodyamcs of Arfols 2 C-3: Pael Methods C-4: Th Arfol Theory AE301 Aerodyamcs I Ut C-3: Lst of Subects Problem Solutos?

More information

Generalized Convex Functions on Fractal Sets and Two Related Inequalities

Generalized Convex Functions on Fractal Sets and Two Related Inequalities Geeralzed Covex Fuctos o Fractal Sets ad Two Related Iequaltes Huxa Mo, X Su ad Dogya Yu 3,,3School of Scece, Bejg Uversty of Posts ad Telecommucatos, Bejg,00876, Cha, Correspodece should be addressed

More information

On Modified Interval Symmetric Single-Step Procedure ISS2-5D for the Simultaneous Inclusion of Polynomial Zeros

On Modified Interval Symmetric Single-Step Procedure ISS2-5D for the Simultaneous Inclusion of Polynomial Zeros It. Joural of Math. Aalyss, Vol. 7, 2013, o. 20, 983-988 HIKARI Ltd, www.m-hkar.com O Modfed Iterval Symmetrc Sgle-Step Procedure ISS2-5D for the Smultaeous Icluso of Polyomal Zeros 1 Nora Jamalud, 1 Masor

More information

Log1 Contest Round 2 Theta Complex Numbers. 4 points each. 5 points each

Log1 Contest Round 2 Theta Complex Numbers. 4 points each. 5 points each 01 Log1 Cotest Roud Theta Complex Numbers 1 Wrte a b Wrte a b form: 1 5 form: 1 5 4 pots each Wrte a b form: 65 4 4 Evaluate: 65 5 Determe f the followg statemet s always, sometmes, or ever true (you may

More information

Lecture 12 APPROXIMATION OF FIRST ORDER DERIVATIVES

Lecture 12 APPROXIMATION OF FIRST ORDER DERIVATIVES FDM: Appromato of Frst Order Dervatves Lecture APPROXIMATION OF FIRST ORDER DERIVATIVES. INTRODUCTION Covectve term coservato equatos volve frst order dervatves. The smplest possble approach for dscretzato

More information

ANALYSIS ON THE NATURE OF THE BASIC EQUATIONS IN SYNERGETIC INTER-REPRESENTATION NETWORK

ANALYSIS ON THE NATURE OF THE BASIC EQUATIONS IN SYNERGETIC INTER-REPRESENTATION NETWORK Far East Joural of Appled Mathematcs Volume, Number, 2008, Pages Ths paper s avalable ole at http://www.pphm.com 2008 Pushpa Publshg House ANALYSIS ON THE NATURE OF THE ASI EQUATIONS IN SYNERGETI INTER-REPRESENTATION

More information

DIFFERENTIAL GEOMETRIC APPROACH TO HAMILTONIAN MECHANICS

DIFFERENTIAL GEOMETRIC APPROACH TO HAMILTONIAN MECHANICS DIFFERENTIAL GEOMETRIC APPROACH TO HAMILTONIAN MECHANICS Course Project: Classcal Mechacs (PHY 40) Suja Dabholkar (Y430) Sul Yeshwath (Y444). Itroducto Hamltoa mechacs s geometry phase space. It deals

More information

Strong Convergence of Weighted Averaged Approximants of Asymptotically Nonexpansive Mappings in Banach Spaces without Uniform Convexity

Strong Convergence of Weighted Averaged Approximants of Asymptotically Nonexpansive Mappings in Banach Spaces without Uniform Convexity BULLETIN of the MALAYSIAN MATHEMATICAL SCIENCES SOCIETY Bull. Malays. Math. Sc. Soc. () 7 (004), 5 35 Strog Covergece of Weghted Averaged Appromats of Asymptotcally Noepasve Mappgs Baach Spaces wthout

More information

Special Instructions / Useful Data

Special Instructions / Useful Data JAM 6 Set of all real umbers P A..d. B, p Posso Specal Istructos / Useful Data x,, :,,, x x Probablty of a evet A Idepedetly ad detcally dstrbuted Bomal dstrbuto wth parameters ad p Posso dstrbuto wth

More information

DKA method for single variable holomorphic functions

DKA method for single variable holomorphic functions DKA method for sgle varable holomorphc fuctos TOSHIAKI ITOH Itegrated Arts ad Natural Sceces The Uversty of Toushma -, Mamhosama, Toushma, 770-8502 JAPAN Abstract: - Durad-Kerer-Aberth (DKA method for

More information

A Remark on the Uniform Convergence of Some Sequences of Functions

A Remark on the Uniform Convergence of Some Sequences of Functions Advaces Pure Mathematcs 05 5 57-533 Publshed Ole July 05 ScRes. http://www.scrp.org/joural/apm http://dx.do.org/0.436/apm.05.59048 A Remark o the Uform Covergece of Some Sequeces of Fuctos Guy Degla Isttut

More information

EVALUATION OF FUNCTIONAL INTEGRALS BY MEANS OF A SERIES AND THE METHOD OF BOREL TRANSFORM

EVALUATION OF FUNCTIONAL INTEGRALS BY MEANS OF A SERIES AND THE METHOD OF BOREL TRANSFORM EVALUATION OF FUNCTIONAL INTEGRALS BY MEANS OF A SERIES AND THE METHOD OF BOREL TRANSFORM Jose Javer Garca Moreta Ph. D research studet at the UPV/EHU (Uversty of Basque coutry) Departmet of Theoretcal

More information

h-analogue of Fibonacci Numbers

h-analogue of Fibonacci Numbers h-aalogue of Fboacc Numbers arxv:090.0038v [math-ph 30 Sep 009 H.B. Beaoum Prce Mohammad Uversty, Al-Khobar 395, Saud Araba Abstract I ths paper, we troduce the h-aalogue of Fboacc umbers for o-commutatve

More information

A New Method for Decision Making Based on Soft Matrix Theory

A New Method for Decision Making Based on Soft Matrix Theory Joural of Scetfc esearch & eports 3(5): 0-7, 04; rtcle o. JS.04.5.00 SCIENCEDOMIN teratoal www.scecedoma.org New Method for Decso Mag Based o Soft Matrx Theory Zhmg Zhag * College of Mathematcs ad Computer

More information

THE PROBABILISTIC STABILITY FOR THE GAMMA FUNCTIONAL EQUATION

THE PROBABILISTIC STABILITY FOR THE GAMMA FUNCTIONAL EQUATION Joural of Scece ad Arts Year 12, No. 3(2), pp. 297-32, 212 ORIGINAL AER THE ROBABILISTIC STABILITY FOR THE GAMMA FUNCTIONAL EQUATION DOREL MIHET 1, CLAUDIA ZAHARIA 1 Mauscrpt receved: 3.6.212; Accepted

More information

Chapter 5 Properties of a Random Sample

Chapter 5 Properties of a Random Sample Lecture 6 o BST 63: Statstcal Theory I Ku Zhag, /0/008 Revew for the prevous lecture Cocepts: t-dstrbuto, F-dstrbuto Theorems: Dstrbutos of sample mea ad sample varace, relatoshp betwee sample mea ad sample

More information

B-spline curves. 1. Properties of the B-spline curve. control of the curve shape as opposed to global control by using a special set of blending

B-spline curves. 1. Properties of the B-spline curve. control of the curve shape as opposed to global control by using a special set of blending B-sple crve Copyrght@, YZU Optmal Desg Laboratory. All rghts reserved. Last pdated: Yeh-Lag Hs (--9). ote: Ths s the corse materal for ME Geometrc modelg ad compter graphcs, Ya Ze Uversty. art of ths materal

More information

Given a table of data poins of an unknown or complicated function f : we want to find a (simpler) function p s.t. px (

Given a table of data poins of an unknown or complicated function f : we want to find a (simpler) function p s.t. px ( Iterpolato 1 Iterpolato Gve a table of data pos of a ukow or complcated fucto f : y 0 1 2 y y y y 0 1 2 we wat to fd a (smpler) fucto p s.t. p ( ) = y for = 0... p s sad to terpolate the table or terpolate

More information

Aitken delta-squared generalized Juncgk-type iterative procedure

Aitken delta-squared generalized Juncgk-type iterative procedure Atke delta-squared geeralzed Jucgk-type teratve procedure M. De la Se Isttute of Research ad Developmet of Processes. Uversty of Basque Coutry Campus of Leoa (Bzkaa) PO Box. 644- Blbao, 488- Blbao. SPAIN

More information

Quantization in Dynamic Smarandache Multi-Space

Quantization in Dynamic Smarandache Multi-Space Quatzato Dyamc Smaradache Mult-Space Fu Yuhua Cha Offshore Ol Research Ceter, Beg, 7, Cha (E-mal: fuyh@cooc.com.c ) Abstract: Dscussg the applcatos of Dyamc Smaradache Mult-Space (DSMS) Theory. Supposg

More information

A COMPARATIVE STUDY OF THE METHODS OF SOLVING NON-LINEAR PROGRAMMING PROBLEM

A COMPARATIVE STUDY OF THE METHODS OF SOLVING NON-LINEAR PROGRAMMING PROBLEM DAODIL INTERNATIONAL UNIVERSITY JOURNAL O SCIENCE AND TECHNOLOGY, VOLUME, ISSUE, JANUARY 9 A COMPARATIVE STUDY O THE METHODS O SOLVING NON-LINEAR PROGRAMMING PROBLEM Bmal Chadra Das Departmet of Tetle

More information

On Submanifolds of an Almost r-paracontact Riemannian Manifold Endowed with a Quarter Symmetric Metric Connection

On Submanifolds of an Almost r-paracontact Riemannian Manifold Endowed with a Quarter Symmetric Metric Connection Theoretcal Mathematcs & Applcatos vol. 4 o. 4 04-7 ISS: 79-9687 prt 79-9709 ole Scepress Ltd 04 O Submafolds of a Almost r-paracotact emaa Mafold Edowed wth a Quarter Symmetrc Metrc Coecto Mob Ahmad Abdullah.

More information

Non-uniform Turán-type problems

Non-uniform Turán-type problems Joural of Combatoral Theory, Seres A 111 2005 106 110 wwwelsevercomlocatecta No-uform Turá-type problems DhruvMubay 1, Y Zhao 2 Departmet of Mathematcs, Statstcs, ad Computer Scece, Uversty of Illos at

More information

PGE 310: Formulation and Solution in Geosystems Engineering. Dr. Balhoff. Interpolation

PGE 310: Formulation and Solution in Geosystems Engineering. Dr. Balhoff. Interpolation PGE 30: Formulato ad Soluto Geosystems Egeerg Dr. Balhoff Iterpolato Numercal Methods wth MATLAB, Recktewald, Chapter 0 ad Numercal Methods for Egeers, Chapra ad Caale, 5 th Ed., Part Fve, Chapter 8 ad

More information

A nonsmooth Levenberg-Marquardt method for generalized complementarity problem

A nonsmooth Levenberg-Marquardt method for generalized complementarity problem ISSN 746-7659 Egla UK Joural of Iformato a Computg Scece Vol. 7 No. 4 0 pp. 67-7 A osmooth Leveberg-Marquart metho for geeralze complemetarty problem Shou-qag Du College of Mathematcs Qgao Uversty Qgao

More information

ON THE ELEMENTARY SYMMETRIC FUNCTIONS OF A SUM OF MATRICES

ON THE ELEMENTARY SYMMETRIC FUNCTIONS OF A SUM OF MATRICES Joural of lgebra, umber Theory: dvaces ad pplcatos Volume, umber, 9, Pages 99- O THE ELEMETRY YMMETRIC FUCTIO OF UM OF MTRICE R.. COT-TO Departmet of Mathematcs Uversty of Calfora ata Barbara, C 96 U...

More information

Solving Interval and Fuzzy Multi Objective. Linear Programming Problem. by Necessarily Efficiency Points

Solving Interval and Fuzzy Multi Objective. Linear Programming Problem. by Necessarily Efficiency Points Iteratoal Mathematcal Forum, 3, 2008, o. 3, 99-06 Solvg Iterval ad Fuzzy Mult Obectve ear Programmg Problem by Necessarly Effcecy Pots Hassa Mshmast Neh ad Marzeh Aleghad Mathematcs Departmet, Faculty

More information

1 0, x? x x. 1 Root finding. 1.1 Introduction. Solve[x^2-1 0,x] {{x -1},{x 1}} Plot[x^2-1,{x,-2,2}] 3

1 0, x? x x. 1 Root finding. 1.1 Introduction. Solve[x^2-1 0,x] {{x -1},{x 1}} Plot[x^2-1,{x,-2,2}] 3 Adrew Powuk - http://www.powuk.com- Math 49 (Numercal Aalyss) Root fdg. Itroducto f ( ),?,? Solve[^-,] {{-},{}} Plot[^-,{,-,}] Cubc equato https://e.wkpeda.org/wk/cubc_fucto Quartc equato https://e.wkpeda.org/wk/quartc_fucto

More information

AN EULER-MC LAURIN FORMULA FOR INFINITE DIMENSIONAL SPACES

AN EULER-MC LAURIN FORMULA FOR INFINITE DIMENSIONAL SPACES AN EULER-MC LAURIN FORMULA FOR INFINITE DIMENSIONAL SPACES Jose Javer Garca Moreta Graduate Studet of Physcs ( Sold State ) at UPV/EHU Address: P.O 6 890 Portugalete, Vzcaya (Spa) Phoe: (00) 3 685 77 16

More information

1 Lyapunov Stability Theory

1 Lyapunov Stability Theory Lyapuov Stablty heory I ths secto we cosder proofs of stablty of equlbra of autoomous systems. hs s stadard theory for olear systems, ad oe of the most mportat tools the aalyss of olear systems. It may

More information

α1 α2 Simplex and Rectangle Elements Multi-index Notation of polynomials of degree Definition: The set P k will be the set of all functions:

α1 α2 Simplex and Rectangle Elements Multi-index Notation of polynomials of degree Definition: The set P k will be the set of all functions: Smplex ad Rectagle Elemets Mult-dex Notato = (,..., ), o-egatve tegers = = β = ( β,..., β ) the + β = ( + β,..., + β ) + x = x x x x = x x β β + D = D = D D x x x β β Defto: The set P of polyomals of degree

More information

Research Article A New Iterative Method for Common Fixed Points of a Finite Family of Nonexpansive Mappings

Research Article A New Iterative Method for Common Fixed Points of a Finite Family of Nonexpansive Mappings Hdaw Publshg Corporato Iteratoal Joural of Mathematcs ad Mathematcal Sceces Volume 009, Artcle ID 391839, 9 pages do:10.1155/009/391839 Research Artcle A New Iteratve Method for Commo Fxed Pots of a Fte

More information

Stochastic Finite Element Based on Stochastic Linearization for Stochastic Nonlinear Ordinary Differential Equations with Random coefficients

Stochastic Finite Element Based on Stochastic Linearization for Stochastic Nonlinear Ordinary Differential Equations with Random coefficients Proc. of the 5th WSEAS It. Cof. o No-Lear Aalyss, No-Lear Systems ad Chaos, Bucharest, Romaa, October 6-8, 6 Stochastc Fte Elemet Based o Stochastc Learzato for Stochastc Nolear Ordary Dfferetal Equatos

More information

VOL. 3, NO. 11, November 2013 ISSN ARPN Journal of Science and Technology All rights reserved.

VOL. 3, NO. 11, November 2013 ISSN ARPN Journal of Science and Technology All rights reserved. VOL., NO., November 0 ISSN 5-77 ARPN Joural of Scece ad Techology 0-0. All rghts reserved. http://www.ejouralofscece.org Usg Square-Root Iverted Gamma Dstrbuto as Pror to Draw Iferece o the Raylegh Dstrbuto

More information

L5 Polynomial / Spline Curves

L5 Polynomial / Spline Curves L5 Polyomal / Sple Curves Cotets Coc sectos Polyomal Curves Hermte Curves Bezer Curves B-Sples No-Uform Ratoal B-Sples (NURBS) Mapulato ad Represetato of Curves Types of Curve Equatos Implct: Descrbe a

More information

MAX-MIN AND MIN-MAX VALUES OF VARIOUS MEASURES OF FUZZY DIVERGENCE

MAX-MIN AND MIN-MAX VALUES OF VARIOUS MEASURES OF FUZZY DIVERGENCE merca Jr of Mathematcs ad Sceces Vol, No,(Jauary 0) Copyrght Md Reader Publcatos wwwjouralshubcom MX-MIN ND MIN-MX VLUES OF VRIOUS MESURES OF FUZZY DIVERGENCE RKTul Departmet of Mathematcs SSM College

More information

Integral Equation Methods. Jacob White. Thanks to Deepak Ramaswamy, Michal Rewienski, Xin Wang and Karen Veroy

Integral Equation Methods. Jacob White. Thanks to Deepak Ramaswamy, Michal Rewienski, Xin Wang and Karen Veroy Itroducto to Smulato - Lecture 22 Itegral Equato ethods Jacob Whte Thaks to Deepak Ramaswamy, chal Rewesk, X Wag ad Kare Veroy Outle Itegral Equato ethods Exteror versus teror problems Start wth usg pot

More information

On the General Solution of First-Kind Hypersingular Integral Equations

On the General Solution of First-Kind Hypersingular Integral Equations Amerca Joural of Egeerg ad Appled Sceces Orgal Research Paper O the Geeral Soluto of Frst-Kd Hypersgular Itegral Equatos Suza J. Obays, Z. Abbas, N.M.A. Nk Log, A.F. Ahmad, A. Ahmedov ad 3 Hader Khaleel

More information

Ordinary Least Squares Regression. Simple Regression. Algebra and Assumptions.

Ordinary Least Squares Regression. Simple Regression. Algebra and Assumptions. Ordary Least Squares egresso. Smple egresso. Algebra ad Assumptos. I ths part of the course we are gog to study a techque for aalysg the lear relatoshp betwee two varables Y ad X. We have pars of observatos

More information

ixf (f(x) s(x))dg 0, i 1,2 n. (1.2) MID POINT CUBIC SPLINE INTERPOLATOR

ixf (f(x) s(x))dg 0, i 1,2 n. (1.2) MID POINT CUBIC SPLINE INTERPOLATOR Iterat. J. Math. & Math. Sc. Vol. 10 No..1 (1987)63-67 63 LOCAL BEHAVIOUR OF THE DERIVATIVE OF A MID POINT CUBIC SPLINE INTERPOLATOR H.P. DIKSHIT ad S.S. RANA Departmet of Mathematcs ad Computer Sceces

More information

AN UPPER BOUND FOR THE PERMANENT VERSUS DETERMINANT PROBLEM BRUNO GRENET

AN UPPER BOUND FOR THE PERMANENT VERSUS DETERMINANT PROBLEM BRUNO GRENET AN UPPER BOUND FOR THE PERMANENT VERSUS DETERMINANT PROBLEM BRUNO GRENET Abstract. The Permaet versus Determat problem s the followg: Gve a matrx X of determates over a feld of characterstc dfferet from

More information

A Markov Chain Competition Model

A Markov Chain Competition Model Academc Forum 3 5-6 A Marov Cha Competto Model Mchael Lloyd, Ph.D. Mathematcs ad Computer Scece Abstract A brth ad death cha for two or more speces s examed aalytcally ad umercally. Descrpto of the Model

More information

LINEAR REGRESSION ANALYSIS

LINEAR REGRESSION ANALYSIS LINEAR REGRESSION ANALYSIS MODULE V Lecture - Correctg Model Iadequaces Through Trasformato ad Weghtg Dr. Shalabh Departmet of Mathematcs ad Statstcs Ida Isttute of Techology Kapur Aalytcal methods for

More information

Lecture Notes 2. The ability to manipulate matrices is critical in economics.

Lecture Notes 2. The ability to manipulate matrices is critical in economics. Lecture Notes. Revew of Matrces he ablt to mapulate matrces s crtcal ecoomcs.. Matr a rectagular arra of umbers, parameters, or varables placed rows ad colums. Matrces are assocated wth lear equatos. lemets

More information

Lecture 07: Poles and Zeros

Lecture 07: Poles and Zeros Lecture 07: Poles ad Zeros Defto of poles ad zeros The trasfer fucto provdes a bass for determg mportat system respose characterstcs wthout solvg the complete dfferetal equato. As defed, the trasfer fucto

More information

ρ < 1 be five real numbers. The

ρ < 1 be five real numbers. The Lecture o BST 63: Statstcal Theory I Ku Zhag, /0/006 Revew for the prevous lecture Deftos: covarace, correlato Examples: How to calculate covarace ad correlato Theorems: propertes of correlato ad covarace

More information

Comparing Different Estimators of three Parameters for Transmuted Weibull Distribution

Comparing Different Estimators of three Parameters for Transmuted Weibull Distribution Global Joural of Pure ad Appled Mathematcs. ISSN 0973-768 Volume 3, Number 9 (207), pp. 55-528 Research Ida Publcatos http://www.rpublcato.com Comparg Dfferet Estmators of three Parameters for Trasmuted

More information

Complete Convergence and Some Maximal Inequalities for Weighted Sums of Random Variables

Complete Convergence and Some Maximal Inequalities for Weighted Sums of Random Variables Joural of Sceces, Islamc Republc of Ira 8(4): -6 (007) Uversty of Tehra, ISSN 06-04 http://sceces.ut.ac.r Complete Covergece ad Some Maxmal Iequaltes for Weghted Sums of Radom Varables M. Am,,* H.R. Nl

More information

Bivariate Vieta-Fibonacci and Bivariate Vieta-Lucas Polynomials

Bivariate Vieta-Fibonacci and Bivariate Vieta-Lucas Polynomials IOSR Joural of Mathematcs (IOSR-JM) e-issn: 78-78, p-issn: 19-76X. Volume 1, Issue Ver. II (Jul. - Aug.016), PP -0 www.osrjourals.org Bvarate Veta-Fboacc ad Bvarate Veta-Lucas Polomals E. Gokce KOCER 1

More information

Non-linear Matrix Equations: Equilibrium Analysis of Markov Chains

Non-linear Matrix Equations: Equilibrium Analysis of Markov Chains No-lear Matrx Equatos: Equlbrum Aalyss of Marov Chas by Garmella Ramamurthy Accepted for publcato the Global Joural of Mathematcal Aalyss (publshed by Godavar Mathematcal Socety ) Report No: IIIT/TR/009/8

More information

. The set of these sums. be a partition of [ ab, ]. Consider the sum f( x) f( x 1)

. The set of these sums. be a partition of [ ab, ]. Consider the sum f( x) f( x 1) Chapter 7 Fuctos o Bouded Varato. Subject: Real Aalyss Level: M.Sc. Source: Syed Gul Shah (Charma, Departmet o Mathematcs, US Sargodha Collected & Composed by: Atq ur Rehma (atq@mathcty.org, http://www.mathcty.org

More information

Lecture 3 Probability review (cont d)

Lecture 3 Probability review (cont d) STATS 00: Itroducto to Statstcal Iferece Autum 06 Lecture 3 Probablty revew (cot d) 3. Jot dstrbutos If radom varables X,..., X k are depedet, the ther dstrbuto may be specfed by specfyg the dvdual dstrbuto

More information

Multivariate Transformation of Variables and Maximum Likelihood Estimation

Multivariate Transformation of Variables and Maximum Likelihood Estimation Marquette Uversty Multvarate Trasformato of Varables ad Maxmum Lkelhood Estmato Dael B. Rowe, Ph.D. Assocate Professor Departmet of Mathematcs, Statstcs, ad Computer Scece Copyrght 03 by Marquette Uversty

More information

A new type of optimization method based on conjugate directions

A new type of optimization method based on conjugate directions A ew type of optmzato method based o cojugate drectos Pa X Scece School aj Uversty of echology ad Educato (UE aj Cha e-mal: pax94@sacom Abstract A ew type of optmzato method based o cojugate drectos s

More information

Entropy ISSN by MDPI

Entropy ISSN by MDPI Etropy 2003, 5, 233-238 Etropy ISSN 1099-4300 2003 by MDPI www.mdp.org/etropy O the Measure Etropy of Addtve Cellular Automata Hasa Aı Arts ad Sceces Faculty, Departmet of Mathematcs, Harra Uversty; 63100,

More information

COMPROMISE HYPERSPHERE FOR STOCHASTIC DOMINANCE MODEL

COMPROMISE HYPERSPHERE FOR STOCHASTIC DOMINANCE MODEL Sebasta Starz COMPROMISE HYPERSPHERE FOR STOCHASTIC DOMINANCE MODEL Abstract The am of the work s to preset a method of rakg a fte set of dscrete radom varables. The proposed method s based o two approaches:

More information