Journal of Computational Physics

Size: px
Start display at page:

Download "Journal of Computational Physics"

Transcription

1 Joural of omputatoal Physcs 5 (013) otets lsts avalable at ScVerse SceceDrect Joural of omputatoal Physcs Fractoal Sturm Louvlle ege-problems: Theory ad umercal approxmato Mohse Zayerour, George Em Karadas Dvso of Appled Mathematcs, Brow Uversty, 18 George, Provdece, RI 091, USA artcle fo abstract Artcle hstory: Receved 11 March 013 Receved revsed form 5 Jue 013 Accepted 7 Jue 013 Avalable ole 4 July 013 Keywords: Regular/sgular fractoal Sturm Louvlle operators Poly-fractoomal egefuctos Fractal expaso set Expoetal covergece We frst cosder a regular fractoal Sturm Louvlle problem of two ds RFSLP-I ad RFSLP-II of order ν (0, ). The correspodg fractoal dfferetal operators these problems are both of Rema Louvlle ad aputo type, of the same fractoal order μ ν/ (0, 1). We obta the aalytcal egesolutos to RFSLP-I & -II as opolyomal fuctos, whch we defe as Jacob poly-fractoomals. These egefuctos are orthogoal wth respect to the weght fucto assocated wth RFSLP-I & -II. Subsequetly, we exted the fractoal operators to a ew famly of sgular fractoal Sturm Louvlle problems of two ds, SFSLP-I ad SFSLP-II. We show that the prmary regular boudary-value problems RFSLP-I & -II are deed asymptotc cases for the sgular couterparts SFSLP-I & -II. Furthermore, we prove that the egevalues of the sgular problems are real-valued ad the correspodg egefuctos are orthogoal. I addto, we obta the ege-solutos to SFSLP-I & -II aalytcally, also as opolyomal fuctos, hece completg the whole famly of the Jacob poly-fractoomals. I umercal examples, we employ the ew poly-fractoomal bases to demostrate the expoetal covergece of the approxmato agreemet wth the theoretcal results. 013 Elsever Ic. All rghts reserved. 1. Itroducto The Sturm Louvlle theory has bee the eystoe for the developmet of spectral methods ad the theory of self-adot operators [1]. For may applcatos, the Sturm Louvlle Problems (SLPs) are studed as boudary-value problems []. However, to date mostly teger-order dfferetal operators SLPs have bee used, ad such operators do ot clude ay fractoal dfferetal operators. Fractoal calculus s a theory whch ufes ad geeralzes the otos of teger-order dfferetato ad tegrato to ay real- or complex-order [3 5]. Over the last decade, t has bee demostrated that may systems scece ad egeerg ca be modeled more accurately by employg fractoal-order rather tha teger-order dervatves [6 8]. I most of the fractoal Sturm Louvlle formulatos preseted recetly, the ordary dervatves a tradtoal Sturm Louvlle problem are replaced wth fractoal dervatves, ad the resultg problems are solved usg some umercal schemes such as Adoma decomposto method [9], or fractoal dfferetal trasform method [10], or alteratvely usg the method of Haar wavelet operatoal matrx [11]. However, such umercal studes, roud-off errors ad the pseudo-spectra troduced approxmatg the fte-dmesoal boudary-value problem as a fte-dmesoal egevalue problem prohbt computg more tha a hadful of egevalues ad egefuctos wth the desred precso. Furthermore, these papers do ot exame the commo propertes of Fractoal Sturm Louvlle Problems (FSLPs) such as orthogoalty of the egefuctos of the fractoal operator addto to the realty or complexty of the egesolutos. * orrespodg author. E-mal address: g@dam.brow.edu (G.E. Karadas) /$ see frot matter 013 Elsever Ic. All rghts reserved.

2 496 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) Establshg the aforemetoed fudametal propertes for FSLPs s very mportat establshg proper umercal methods, e.g. the egesolutos of the RFSLP may be complex [1]. To ths ed, some results have bee recetly provded [13,14], where the fractoal character of the problem has bee cosdered through defg a classcal Sturm Louvlle operator, exteded by the term that cludes a sum of the left- ad rght-sded fractoal dervatves. More recetly, a Regular Fractoal Sturm Louvlle Problem (RFSLP) of two types has bee defed [15], where t has bee show that the egevalues of the problem are real, ad the egefuctos correspodg to dstct egevalues are orthogoal. However, the dscreteess ad smplcty of the egevalues have ot bee addressed. I addto, the spectral propertes of a regular FSLP for dffuso operator have bee studed [16] demostratg that the fractoal dffuso operator s self-adot. The recet progress FSLPs s promsg for developg ew spectral methods for fractoal PDEs, however, the egesolutos have ot bee obtaed explctly ad o umercal approxmato results have bee publshed so far. The ma cotrbuto of ths paper s to develop a spectral theory for the Regular ad Sgular Fractoal Sturm Louvlle Problems (RFSLP & SFSLP) ad demostrate ts utlty by costructg explctly proper bases for umercal approxmatos of fractoal fuctos. To ths ed, we frst cosder a regular problem of two ds,.e., RFSLP-I & -II. The, we obta the aalytcal egesolutos to these problems explctly for the frst tme. We show that the explct egevalues to RFSLP-I & -II are real, dscrete ad smple. I addto, we demostrate that the correspodg egefuctos are of o-polyomal form, called Jacob poly-fractoomals. We also show that these egefuctos are orthogoal ad dese L w [, 1], formga complete bass the Hlbert space. We subsequetly exted the regular problem to a sgular fractoal Sturm Louvlle problem aga of two ds SFSLP-I & -II, ad prove that the egevalues of these sgular problems are real ad the egefuctos correspodg to dstct egevalues are orthogoal; these too are computed aalytcally. We show that the egesolutos to such sgular problems share may fudametal propertes wth ther regular couterparts, wth the explct egefuctos of SFSLP-I & -II completg the famly of the Jacob poly-fractoomals. Fally, we complete the spectral theory for the regular ad sgular FSLPs by aalyzg the approxmato propertes of the egefuctos of RFSLPs ad SFSLPs, whch are employed as bass fuctos approxmato theory. Our umercal tests verfy the theoretcal expoetal covergece approxmatg o-polyomal fuctos L w [, 1]. We compare wth the stadard polyomal bass fuctos (such as Legedre polyomals) demostratg the fast expoetal covergece of the poly-fractoomal bases. I the followg, we frst preset some prelmary of fractoal calculus Secto, ad we proceed wth the theory o RFSLP ad SFSLP Sectos 3 ad 4. I Secto 5 we preset umercal approxmatos of selected fuctos ad we summarze our results Secto 6.. Deftos Before defg the boudary-value problem, we start wth some prelmary deftos of fractoal calculus [4]. The left-sded ad rght-sded Rema Louvlle tegrals of order μ, whe 0 < μ < 1, are defed, respectvely, as ad ( I μ ) x f (x) 1 Γ(μ) x ( x I μ ) x R f (x) 1 x R Γ(μ) x f (s) ds (x s) 1 μ, x >, (1) f (s) ds (s x) 1 μ, x < x R, () where Γ represets the Euler gamma fucto. The correspodg verse operators,.e., the left-sded ad rght-sded fractoal dervatves of order μ, are the defed based o (1) ad (), as ad ( D μ ) x f (x) d ( x d I 1 μ ) x f (x) 1 d Γ(1 μ) dx ( x D μ ) x R f (x) d ( x I 1 μ ) ( 1 d x dx R f (x) Γ(1 μ) dx x f (s) ds (x s) μ, x >, (3) ) x R x f (s) ds (s x) μ, x < x R. (4) Furthermore, the correspodg left- ad rght-sded aputo dervatves of order μ (0, 1) are obtaed as ( xl D μ ) ( ) x f (x) I 1 μ df 1 x (x) dx Γ(1 μ) x f (s) ds (x s) μ, x >, (5)

3 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) ad ( x D μ ) ( x R f (x) x I 1 μ df x R dx ) (x) 1 Γ(1 μ) x f (s) ds (x s) μ, x < x R. (6) The two deftos of the left- ad rght-sded fractoal dervatves of both Rema Louvlle ad aputo type are led by the followg relatoshp, whch ca be derved by a drect calculato ad ( D μ ) f ( ) x f (x) Γ(1 μ)(x ) μ + ( xl D μ ) x f (x), (7) ( x D μ x R f ) (x) f (x R ) Γ(1 μ)(x R x) μ + ( x D μ x R f ) (x). (8) Moreover, the fractoal tegrato-by-parts for the aforemetoed fractoal dervatves s obtaed as ad x R x R f (x) μ x Dx R g(x) dx f (x) D μ x g(x) dx x R x R g(x) D μ x f (x) dx f (x) x Iμ x R g(x) x R x, (9) g(x) x D μ x R f (x) dx + f (x) I μ x g(x) x R. (10) x Fally, we recall a useful property of the Rema Louvlle fractoal dervatves. Assume that 0 < p < 1 ad 0 < q < 1ad f ( ) 0 x >,the D p+q x f (x) ( D p )( x D q ) ( x f (x) D q )( x D p ) x f (x). (11) 3. Part I: Regular fractoal Sturm Louvlle problems of d I & II We cosder a regular fractoal Sturm Louvlle problem (RFSLP) of order ν (0, ) [15], where the dfferetal part cotas both left- ad rght-sded fractoal dervatves, each of order μ ν/ (0, 1) as D μ[ p (x) D μ Φ () λ (x)] + q (x)φ () λ (x) + λw (x)φ () λ (x) 0, x [, x R ], (1) where {1, }, wth 1 deotg the RFSLP of frst d, where D μ x Dμ x R (.e., rght-sded Rema Louvlle fractoal dervatve of order μ) ad D μ x L D μ x (.e., left-sded aputo fractoal dervatve of order μ), ad correspodgtotherfslpofsecoddwhch D μ D μ x ad D μ x Dμ x R (.e., respectvely, left-sded Rema Louvlle ad rght-sded aputo fractoal dervatve of order μ). I such settg, μ (0, 1), p (x) 0, w (x) s a o-egatve weght fucto, ad q (x) s a potetal fucto. Also, p, q ad w are real-valued cotuous fuctos the terval [, x R ]. The boudary-value problem (1) s subect to the boudary codtos a 1 Φ () λ () + a I 1 μ[ p (x) D μ Φ () λ (x)] xxl 0, (13) b 1 Φ () λ (x R) + b I 1 μ[ p (x) D μ Φ () λ (x)] xxr 0, (14) where a 1 + a 0, b 1 + b 0. I ths otato, I 1 μ x I1 μ x R (.e., rght-sded Rema Louvlle fractoal tegrato of order 1 μ) whe 1 for RFSLP of frst d, whle, I 1 μ I 1 μ x (.e., left-sded Rema Louvlle fractoal tegrato of order 1 μ) whe for RFSLP of secod d. The problem of fdg the egevalues λ such that the boudary-value problems (1) (14) have o-trval solutos yelds the egefucto of the regular fractoal Sturm Louvlle egevalue problem. The followg theorem characterzes the egesolutos we obta: Theorem 3.1. (See [15].) The egevalues of (1) are real, ad the egefuctos, correspodg to dstct egevalues each problem, are orthogoal wth respect to the weght fuctos w (x).

4 498 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) Regular boudary-value problem defto I ths study, we shall solve two partcular forms of RFSLP (1) (14) deoted by RFSLP-I whe 1 ad RFSLP-II whe oforderν μ (0, ), where the potetal fuctos q (x) 0, both problems. To ths ed, the followg o-local dfferetal operator s defed L μ : D μ[ K D μ ( ) ], (15) where K s costat, ad by the otato we troduced, L μ 1 : x Dμ x R [Kx L D μ x ( )] RFSLP-I (.e., frst we tae the left-sded μ-th order aputo dervatve of the fucto multpled by a costat, ad the we tae the rght-sded Rema Louvlle dervatve of order μ), ad for the case of RFSLP-II we reverse the order of the rght-sded ad left-sded dervatve for the : D μ x [K x Dμ x R ( )], where μ (0, 1). I fact, we have set er ad outer fractoal dervatves the operator,.e., L μ p (x) K, a cotuous o-zero costat fucto x [, 1]. We referred to K as stffess costat, whch yelds the regularty character to the boudary-value problem. That beg defed, we cosder the RFSLP (-I & -II) as L μ Φ () λ (x) + λ(1 x) μ (1 + x) μ Φ () λ (x) 0, {1, }, x [, 1]. (16) We shall solve (16) subect to a homogeeous Drchlet ad a homogeeous fractoal tegro-dfferetal boudary codto to the problems RFSLP-I ad RFSLP-II, respectvely, as ad Φ (1) λ () 0, x I 1 μ [ 1 K Dμ x Φ (1) λ (x)] x+1 0, (+1) 0, [ I1 μ x K x D μ 1 Φ() λ (x)] x 0. Φ () λ The boudary codtos (17) ad (18) are atural o-local calculus ad fractoal dfferetal equatos, ad they are motvated by the fractoal tegrato-by-parts (9) ad (10). I fact, the fudametal propertes of egesolutos the theory of classcal Sturm Louvlle problems are coected wth the tegrato-by-parts formula ad the choce of the boudary codtos. For stace, the cotuty or dscreteess of the ege-spectrum boudary-value problems s hghly depedet o the type of boudary codtos eforced. I the settg chose here, we shall show that the ege-spectra of RFSLP-I ad RFSLP-II are smple ad fully dscrete. 3.. Aalytcal egesolutos to RFSLP-I & -II Here, we obta the aalytcal soluto Φ () λ (x) to RFSLP-I & -II, (16), subect to the homogeeous Drchlet ad tegrodfferetal boudary codtos (17) ad (18). Before that, we recall the followg lemmas for the stadard Jacob polyomals P α,β : Lemma 3.. (See [17].) For μ > 0, α >, β>,ad x [, 1] (1 + x) (x) () Γ(β+ μ + 1) Γ(β+ 1)Γ (μ)p α,β () α μ,β+μ β+μ P P α μ,β+μ x (17) (18) (1 + s) β P α,β (s) (x s) 1 μ ds. (19) By the left-sded Rema Louvlle tegral (1) ad evaluatg the specal ed-values P α μ,β+μ () ad P α,β (), we ca re-wrte (19) as { Iμ x (1 + x) β α,β P (x) } Γ( + β + 1) Γ( + β + μ + 1) (1 + x)β+μ P α μ,β+μ (x). (0) Lemma 3. cabereducedtothecasewheα +μ ad β μ as { Iμ x (1 + x) μ μ, μ P (x) } Γ( μ + 1) P (x), (1) Γ( + 1) where P (x) P 0,0 (x) represets the Legedre polyomal of degree. O the other had, we ca set α β 0(0) ad tae the fractoal dervatve Dμ x o both sdes of (0) to obta Dμ x { (1 + x) μ P μ,μ } Γ( + μ + 1) Γ( + 1) P (x). ()

5 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) Lemma 3.3. (See [17].) For μ > 0, α >, β>,ad x [, 1] (1 x) (x) (+1) Γ(α + μ + 1) Γ(α + 1)Γ (μ)p α,β (+1) α+μ,β μ α+μ P P α+μ,β μ x (1 s) α P α,β (s) (s x) 1 μ ds. (3) By the rght-sded Rema Louvlle tegral () ad evaluatg the specal ed-values P α μ,β+μ (+1) ad P α,β (+1), we ca re-wrte (3) as x I μ 1 { (1 x) α α,β P (x) } Γ( + α + 1) Γ( + α + μ + 1) (1 x)α+μ P α+μ,β μ (x). (4) Smlarly, Lemma 3.3 for the case α μ ad β +μ leads to x I μ 1 { (1 x) μ P μ,+μ (x) } Γ( μ + 1) P (x). (5) Γ( + 1) O the other had, oe ca set α β 0(4) ad tae the fractoal dervatve x Dμ 1 f x Dμ 1 { (1 x) μ P μ, μ } Γ( + μ + 1) Γ( + 1) Relatos (1), (), (5) ad (6) are the ey to provg the followg theorem. o both sdes of (4) to obta P (x). (6) Theorem 3.4. The exact egefuctos to (16), whe 1,.e., RFSLP-I, subect to (17) are gve as Φ (1) (x) (1 + x) μ P μ,μ (x), 1, ad the correspodg dstct egevalues are λ (1) KΓ( + μ), 1. Γ( μ) Moreover, the exact egefuctos to (16), whe,.e., RFSLP-II subect to (18), aregveas (7) (8) Φ () (x) (1 x) μ P μ, μ (x), 1 (9) where the correspodg dstct egevalues are gve as λ () λ (1) KΓ( + μ), 1. Γ( μ) Proof. We splt the proof to three parts. Part a: Frst,weprove(7) ad (8). From(7), t s clear that Φ (1) sce Φ (1) () 0, by property (7), we could replace Dμ x { x I 1 μ [ +1 K { x I 1 μ [ K +1 { x I 1 μ +1 Dμ x Φ (1) (x) ]} x+1 Dμ x Φ (1) [ K Dμ x (x) ]} x+1 ( (1 + x) μ μ,μ P (x))]} x+1 by Dμ x,hece, (ad by carryg out the fractoal dervatve the bracet usg ()) { [ ]} x I 1 μ Γ( + μ) Γ( + μ) { +1 K P (x) K x I 1 μ [ +1 Pf (x) ]} Γ() x+1 Γ(). x+1 By worg out the fractoal tegrato usg (4) (whe α β 0), we obta K { (1 x) μ P μ, μ } 0. x+1 (30) () 0. To chec the other boudary codto, Now, we eed to show that (7) deed satsfes (16), whe 1, wth the egevalues (8). Frst, we tae the fractoal tegrato of order μ o both sdes of (16) tag 1, K Dμ x Φ (1) (x) λ x Iμ +1 { (1 x) μ (1 + x) μ Φ (1) (x) }.

6 500 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) Substtutg (7) ad replacg the aputo dervatve by the Rema Louvlle oe, thas to (7), weobta [ K Dμ x (1 + x) μ μ,μ P (x)] { λ x Iμ +1 (1 x) μ μ,μ P (x)}. Fally, the fractoal dervatve o the left-had sde ad the fractoal tegrato o the rght-had sde are wored out usg () ad (5), respectvely, as Γ( + μ) Γ( μ) K P (x) λ P (x). Γ() Γ() Sce, P α+1, β (x) s o-zero almost everywhere [, 1], we ca cacel ths term out from both sdes ad get λ λ (1) KΓ( + μ), 1, Γ( μ) whch shows that the egevalues of RFSLP-I are real-valued ad dscrete. I fact, ths result agrees wth Theorems 3.1. Moreover, the orthogoalty of the egefuctos (7) wth respect to w 1 (x) (1 x) μ (1 + x) μ s show as w 1 (x)φ (1) (x)φ (1) (x) dx w 1 (x) [ (1 + x) μ] μ,μ P (1 x) μ (1 + x) μ P μ,μ μ, μ (x)p (x) dx μ,μ (x)p (x) dx μ,μ δ, where μ,μ deotes the orthogoalty costat of the famly of Jacob polyomals wth parameters μ,μ. Part b: The proof of the ege-soluto to RFSLP-II, (9) ad (30), follows the same steps as Part a. It s clear that Φ () (1) 0. To chec the other boudary codto (18), sceφ () (1) 0, by (8), we ca replace x Dμ 1 by x Dμ 1 ;hece, by substtutg (9), ad worg out the mddle fractoal dervatve usg (6), { x I 1 μ +1 [ K x D μ 1 Φ(1) (x) ]} x K Γ() Γ( + μ) { I1 μ x [ P (x) ]} x, ad by worg out the fractoal tegrato usg (4) (whe α β 0), we obta K { (1 + x) μ P μ,+μ } 0. x To chec f (9) satsfes (16), whe, we ca substtute (9) to (16) ad carry out the fractoal tegrato of order μ o both sdes usg (0). The, by worg out the fractoal dervatve o the left-had sde usg (5) we verfy that (9) satsfes the boudary-value problem, provded that (30) are the real-values dstct egevalues of RFSLP-II. Fally, the orthogoalty of the egefuctos (9) wth respect to w (x) (1 x) μ (1 + x) μ s show as w (x)φ () (x)φ () (x) dx (1 x) μ (1 + x) μ P μ, μ μ, μ (x)p (x) dx μ, μ δ, where μ, μ represets the orthogoalty costat of the famly of Jacob polyomals wth parameters μ, μ. Part c: It s left to prove that the set{φ () (x): 1,,...} forms a bass for the fte-dmesoal Hlbert space L w [, 1], ad λ(), the correspodg egevalue for each, s smple. Let f (x) L w [, 1] ad the clearly g(x) (1 ± x) μ f (x) L w [, 1], as well whe μ (0, 1). Hece N a Φ () (x) f (x) 1 L w [,1] N a (1 ± x) μ P μ,±μ (x) f (x) 1 L w [,1] ( N (1 ± x)μ a P μ,±μ (x) (1 ± x) μ f (x)) 1 L w [,1]

7 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) ( N (1 ± x)μ a P μ,±μ (x) g(x)) 1 (1 ± x) μ N L w [,1] a P μ,±μ (x) g(x) 1 N c a P μ,±μ (x) g(x), 1 L w [,1] L w [,1] L w [,1] (by auchy Schwartz) where the upper sgs are correspodg to RFSLP-I, 1, ad the lower sgs are correspodg to the case,.e., RFSLP-II. Hece, N lm a N Φ () (x) f (x) lm c N a N P μ,±μ (x) g(x) 0, (31) 1 L w [,1] 1 L w [,1] by Weerstrass theorem. Therefore, N 1 a Φ () (x) L w f (x), mplyg that {Φ () (x): 1,,...} s dese the Hlbert space ad t forms a bass for L w [, 1]. To show the smplcty of the egevalues, assume that correspodg to the egevalue λ (), there exts aother ege- fucto Φ () (x) L w (x),. By the desty of the egefuctos set,.e., (31), we ca represet Φ () Φ () Φ () (x) 1 [, 1] addto to Φ() (x), whch s by Theorem 3.1 orthogoal to the rest of the egefuctos (x) as a Φ () (x). Now, by multplyg both sdes by Φ () (x), 1,,... ad, ad tegratg wth respect to the weght fucto w(x) we obta w(x)φ () (x)φ () (x) dx 1 (3) a w(x)φ () (x)φ () (x) dx a 0, (33) whch cotradcts to Theorem 3.1. Therefore, the egevalues λ () are smple, ad ths completes the proof. The growth of the magtude of the egevalues of RFSLP-I & -II, λ, {1, }, splottedfg. 1, correspodg to three values of μ 0.35, μ 0.5, ad μ We observe that there are two growth modes, depedg o ether μ (0, 1/), s observed, or, μ (1/, 1), where a superlear subquadratc growth mode s Φ (1) where a sublear growth λ 1 λ otced. The case μ 1/ leads to a exactly lear growth mode. I order to vsually get more sese of how the egesolutos loo le, Fg. we plot the egefuctos of RFSLP-I, (x) of dfferet orders ad correspodg to dfferet values of μ used Fg. 1. I each plot we compare the egesolutos wth the correspodg stadard Jacob polyomals P μ,μ (x). I a smlar fasho, we plot the egefuctos of RFSLP-II, Φ () (x), of dfferet orders compared to P +μ, μ (x) Fg. 3. So far, the egefuctos have bee defed the terval [, 1]. The followg lemma provdes a useful shfted defto of the Φ (), whch s ot oly more coveet to wor wth but also helps explot some terestg propertes. Fg. 1. Magtude of the egevalues of RFSLP-I ad RFSLP-II, λ (1) λ (), versus, correspodg to μ 0.35, left: sublear growth, μ 0.5; mddle: lear growth, ad μ 0.99; rght: superlear subquadratc growth. The blue le deotes the lear growth.

8 50 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) Fg.. Egefuctos of RFSLP-I, Φ (1),versusx, for 1 (frst row), (secod row), 5 (thrd row), ad 10 (last row), correspodg to the fractoal order μ ν/ 0.35 (left colum), μ ν/ 0.5 (mddle colum), ad μ ν/ 0.99 (rght colum). Lemma 3.5. The shfted egesolutos to RFSLP-I & -II, deoted by Φ () (t), {1, },aregveby ) Φ () (t) μ ( () )( 1 + () +1 μ 1 where t [0, 1] the mapped doma, case of RFSLP-I, ad t [, 0] RFSLP-II. t +μ, (34)

9 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) Fg. 3. Egefuctos of RFSLP-II, Φ (),versusx, for 1 (frst row), (secod row), 5 (thrd row), ad 10 (last row), correspodg to the fractoal order μ ν/ 0.35 (left colum), μ ν/ 0.5 (mddle colum), ad μ ν/ 0.99 (rght colum). Proof. We frst obta the shfted RFSLP-I by performg a affe mappg from terval [, 1] to [0, 1]. Todoso,we recall the power expaso of the Jacob polyomal P α,β (x) as ( )( )( ) P α,β + α + β + + α x 1 (x), x [, 1] (35) 0

10 504 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) ad from the propertes of the Jacob polyomals we have P α,β ( x) () P β,α (x). We obta the shfted egesoluto Φ (1) (t) utlzg (35) ad (36) (7) ad performg the chage of varable x t 1 as Φ (1) (t) μ ( () (36) )( ) 1 + μ t +μ. (37) 1 I order to obta the shfted Φ () (t), we follow the same steps, except that ths tme we do the chage of varable x t + 1, whch maps [, 1] to [, 0]. Defto 3.6. A fractoomal s defed as a fucto f : of o-teger power, deoted as t +μ, where Z + ad μ (0, 1), whch the power ca be represeted as a sum of a teger ad o-teger umber. Moreover, deoted by F +μ e s the fractal expaso set, whch s defed as the set of all fractoomals of order less tha or equal + μ as F +μ e spa { t +μ : μ (0, 1) ad 0, 1,..., }. (38) Remar 3.7. All fractoomals are zero-valued at t 0. Moreover, asymptotcally, whe μ 0, a fractoomal of order +μ approaches the moomal t. Defto 3.8. A poly-fractoomal of order + μ <, {0, 1,,..., N < }, ad μ (0, 1), s defed as a lear combato of the elemets the fractal expaso set F +μ e,as F +μ (t) a 0 t μ + a 1 t 1+μ + +a t +μ, where a, {0, 1,...,} are costats. Moreover, deoted by F +μ s the space of all poly-fractoomals up to order + μ. ByRemar 3.7, all elemets F +μ asymptotcally approach the correspodg stadard polyomal of order wth coeffcets a. Remar 3.9. It s observed that F +μ L w sce μ (0, 1), ad hece, all poly-fractoomals F+μ ca be represeted as a fte sum terms of the shfted egefuctos of RFSLP-I & -II. It s true by the desty of the egefucto L w, show Part c of the proof Theorem 3.4. Lemma Ay fractoal aputo dervatve of order μ (0, 1) of all polyomals up to degree N les the space of polyfractoomals F + μ,where N 1,ad μ 1 μ (0, 1). Proof. Let f (t) N 0 a t be a arbtrary polyomal of order N,.e., a N 0. From [4] ad for μ (0, 1), wehave { 0, < μ, 0 Dμ t t Hece, by (39), Γ(+1) Γ(+1 μ) t μ, 0 < μ. (39) where b proof. 0 Dμ t f (t) N 0 a 0 Dμ t t N 1 a Γ( + 1) Γ( + 1 μ) t μ Γ(+1) Γ(+1 μ) a.tag N 1 ad μ 1 μ (0, 1), ad the fact that b N N b t μ, (40) 1 Γ(+1) Γ(+1 μ) a N 0 completes the Theorem The shfted egesolutos to (16), Φ () (t), N ad <, form a complete herarchcal bass for the ftedmesoal space of poly-fractoomals F +μ,whereμ (0, 1). Proof. From (34), t s clear that dm F +μ dm { Φ (), {1,,...,}}. (41) Moreover, we ca re-wrte (34) as T t Φ (), (4)

11 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) where t t μ t 1+μ.. t +μ ad Φ (1) 1 (t) (t),. (t) Φ () Φ () Φ () ad fally, T {T } s a matrx obtaed as,1 T {T },1 ()+ ( 1 + )( ) 1 + () +1 μ, 1 whch s a lower-tragular matrx. Thas to the orthogoalty of the Φ (), the egefuctos are learly depedet, therefore, the matrx T s vertble. Let T T, whch s also lower tragular. Hece, t T Φ (). (43) I other words, each elemet the poly-fractoomal space F +μ,sayt m+μ,0 m 1, ca be uquely represeted through the followg expaso t m+μ 1 c Φ () (t) m {T m }Φ () (t) {T m }Φ () (t), (44) 1 1 where the last equalty holds sce T s a lower-tragular matrx. As see (38), the fractal expaso set F +μ e F +1+μ e, whch dcates that the shfted ege-solutos Φ () form a herarchcal expaso bass set Propertes of the egesoluto to RFSLP-I & -II Next, we lst a umber of propertes of the solutos to RFSLP-I & -II (16): No-polyomal ature: From Φ () (x) show (7) whe 1, ad (9) correspodg to, t s uderstood that the egefuctos exhbt a o-polyomal behavor, thas to the multpler (1 ± x) μ of fractoal power. Hece, to dstgush them from the stadard Jacob polyomals, we refer to Φ () (x) as Jacob poly-fractoomal of order + μ. Asymptotc egevalues λ () : The growth the magtude of egevalues RFSLP wth s depedet o the fractoal dervatve order μ, as show (30). Sceμ (0, 1), there are two modes of growth the magtude of λ (),thesublear mode correspodg to 0 < μ < 1/, ad superlear subquadratc mode whch correspods to 1/ < μ < 1. Partcularly, whe μ 1/, the egevalues grow learly wth. Hece, the asymptotc values are summarzed as λ () K, μ 1, K, μ 1/, (45) K, μ 0. Recurrece relatos: Thas to the herarchcal property of the egefuctos Φ (), we obta the followg recurrece relatos: Φ () 1 (x) (1 ± x)μ, Φ () (x) (1 ± x)μ (x μ),. a Φ () +1 (x) b xφ () (x) c Φ () (x), a 4 ( 1), b ( 1)( ), c 4( 1 μ)( 1 ± μ), where the upper sgs correspod to 1, soluto to RFSLP-I, ad the lower sgs correspod to RFSLP-II whe. (46)

12 506 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) Orthogoalty: (1 x) μ (1 + x) μ Φ () (x)φ() m (x) dx J α,β 1 (1 x) α (1 + x) β P α,β (x)p α,β m (x) dx J α,β δ, (47) Γ( + α )Γ ( + β ), (48) ( 1)!Γ() where (α 1,β 1 ) ( μ, μ) ad (α,β ) (μ, μ). Fractoal dervatves: Dμ x Φ (1) Dμ x Φ (1) x Dμ 1 Φ() x Dμ 1 Φ() where P (x) deotes that stadard Legedre polyomal of order 1. Orthogoalty of the fractoal dervatves: Γ( + μ) P (x), (49) Γ() ( ) D μ Φ () Dμ Φ () Γ( + μ) dx Γ() 1 δ, (50) where D μ ca be ether Dμ x Frst dervatves: dφ (1) (x) dx dφ () (x) dx Specal values: Φ (1) () 0, Φ (1) or Dμ x, whe 1, ad ca be ether x Dμ 1 or x Dμ 1 whe. μ(1 + x) μ P μ,μ (x) + (1 + x)μ P 1 μ,1+μ (x), (51) μ(1 x) μ P μ, μ (x) + (1 x)μ P 1+μ,1 μ (x). (5) ( (+1) μ 1 μ 1 Φ () (+1) 0, ), Φ () () () Φ (1) (+1). 4. Part II: Sgular fractoal Sturm Louvlle problems of d I & II I the secod part of the paper, we beg wth our defto of the sgular fractoal Sturm Louvlle of frst d I (SFSLP-I) ad secod d II (SFSLP-II) of order ν μ (0, ), wth parameters < α < μ, ad <β<μ 1 SFSLP-I ( 1), ad < α < μ 1, ad <β< μ SFSLP-II ( ), for x [, 1] as D μ{ (1 x) α+1 (1 + x) β+1 D μ P () (x) } + Λ () (1 x) α+1 μ (1 + x) β+1 μ P () (x) 0, (57) where the fractoal order μ (0, 1) ad {1, }, where 1 deotes the SFSLP-I whch D μ x Dμ +1 ad D μ Dμ x ;also correspods to the RFSLP-II where D μ Dμ x ad D μ x Dμ +1. The sgular boudary-value problem s subect to the followg boudary codtos P ()( () ) 0, (58) { I 1 μ[ p(x) D μ P () (x) ]} 0, x() +1 (59) (53) (54) (55) (56) where I 1 μ x I1 μ +1 whe 1 SFSLP-I, ad I 1 μ I1 μ x case of SFSLP-II; p(x) (1 x) α+1 (1 + x) β+1, used the fractoal dfferetal operator (57), vashes at the boudary eds x ±1. We also ote that the weght fucto w(x) (1 x) α+1 μ (1 + x) β+1 μ (57) s a o-egatve fucto. Theorem 4.1. The egevalues of SFSLP-I & -II (57) (59) are real-valued, moreover, the egefuctos correspodg to dstct egevalues of SFSLP-I & -II (57) (59) are orthogoal wth respect to the weght fucto w(x) (1 x) α+1 μ (1 + x) β+1 μ.

13 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) Proof. Part a: LetL α,β;μ be the fractoal dfferetal operator of order μ as L α,β;μ : D μ{ (1 x) α+1 (1 + x) β+1 D μ ( ) }, (60) ad assume that Λ () s the egevalue of (57) (59) correspodg the egefucto η () (x), where {1, }. The the followg set of equatos are vald for η () (x) L α,β;μ η () (x) + Λ () w(x)η () (x) 0 (61) subect to the boudary codtos η ()( () ) 0, { I 1 μ[ p(x) D μ η () (x) ]} x() (+1) 0, ad ts complex cougate η () (x) L α,β;μ I η () (x) + Λ () w(x) η () (x) 0, correspodg to the followg boudary codtos (6) η ()( () ) 0, { I 1 μ[ p(x) D μ η () (x) ]} x() Now, we multply (61) by η () (x), ad (6) by η () (x) ad subtract them as ( Λ () Λ ()) w(x)η () (x) η () (x) η () (x)l α,β;μ η () (x) η () (x)l α,β;μ η () (x). (63) Itegratg over the terval [, 1] ad utlzg the fractoal tegrato-by-parts (9) ad (10), we obta +1 ( Λ () Λ ()) w(x) η () (x) dx η ( () +1){ I 1 μ[ p(x) D μ η () (x) ]} x() +1 + η ()( () +1){ I 1 μ[ p(x) D μ η () (x) ]} x() +1 + η ( () ) η ( () ), (64) where we re-terate that I 1 μ x I1 μ +1 ad D μ Dμ x whe 1 SFSLP-I, also I 1 μ I1 μ x x D μ +1 case of,.e., SFSLP-II. Now, by applyg the boudary codtos for η() (x) ad η () (x) we obta +1 ( Λ () Λ ()) w(x) η () (x) dx 0. ad D μ (65) Therefore, Λ () Λ () because η () (x) s a o-trval soluto of the problem, ad w(x) s o-egatve terval [, 1]. Part b: Now, we prove the secod statemet o the orthogoalty of the egefuctos wth respect to the weght fucto w(x). Assume that η () 1 (x) ad η() (x) are two egefuctos correspodg to two dstct egevalues Λ() 1 ad Λ (), respectvely. The they both satsfy (57) (59) as L α,β;μ η () 1 (x) + Λ() 1 w(x)η() 1 (x) 0 (66) subect to η () ( ) 1 () 0, { I 1 μ[ p(x) D μ η () 1 (x)]} 0, x() +1 ad L α,β;μ η () (x) + Λ() w(x)η() (x) 0, correspodg to the followg boudary codtos η ( () ) 0, { I 1 μ[ p(x) D μ η () (x)]} x() (+1) 0. (67)

14 508 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) It ca be show that ( () Λ 1 Λ() ) w(x)η () 1 (x)η() (x) η() Itegratg over the terval [, 1] yelds ( Λ () 1 Λ() ) +1 1 (x)lα,β;μ η () (x) η() (x)lα,β;μ w(x)η () (x)η () (x) dx η 1(+1) { I 1 μ[ p(x) D μ η () 1 (x)]} x+1 η () 1 (x). (68) + η () (+1){ I 1 μ[ p(x) D μ η () (x)]} x+1 + η () 1 () η() (), (69) ad usg fractoal tegrato-by-parts (9) ad (10), alsosceλ () 1 Λ() 0, we obta +1 w(x)η () 1 (x)η() (x) dx 0, whch completes the proof. Theorem 4.. The exact egefuctos of SFSLP-I (57) (59), whe 1,aregveas P (1) (x) (1) P α,β,μ ad the correspodg dstct egevalues are Λ (1) (x) (1 + x) β+μ P α μ+1, β+μ (x), (71) (1) Λ α,β,μ Γ( β + μ 1)Γ ( + α + 1) Γ( β 1)Γ ( + α μ + 1), (7) ad furthermore, the exact egefuctos to SFSLP-II (57) (59), caseof,aregveas P () (x) () P α,β,μ ad the correspodg dstct egevalues are (x) (1 x) α+μ P α+μ,β μ+1 (x), (73) Λ () () Λ α,β,μ Γ( α + μ 1)Γ ( + β + 1) Γ( α + μ 1)Γ ( + β μ + 1). (74) Proof. The proof follows smlar steps as show Theorem 3.4. Hece, weolyprove(71) ad (7) detal. From (71), t s clear that (1) P α,β,μ () 0. So, we eed to mae sure that the other boudary codto s satsfed. Sce (1) P α,β,μ () 0, the property (7) helps replacg Dμ x by Dμ x.osequetly, { x I 1 μ [ +1 p(x) Dμ (1) x P α,β,μ (x) ]} x+1 { x I 1 μ +1 { x I 1 μ +1 [ p(x) Dμ (1) x P α,β,μ [ p(x) Dμ x (x) ]} x+1 ( (1 + x) β+μ P α μ+1, β+μ (x) )]} x+1 ad by carryg out the fractoal dervatve usg Lemma 3. { [ ]} x I 1 μ Γ( 1 β + μ) +1 p(x) (1 + x) β P 1+α, β Γ( 1 β) x+1 Γ( 1 β + μ) { x I 1 μ [ +1 (1 x) 1+α 1+α, β]} P Γ( 1 β), x+1 ad by worg out the fractoal tegrato usg Lemma 3.3 we obta Γ( 1 β + μ) Γ( 1 β) Γ( + α + 1) Γ( + α μ + 1) { (1 x) +α μ 1+α, β} P 0. x+1 The ext step s to show that (71) satsfes (57) wth egevalues (7). Frst, we tae a fractoal tegrato of order μ o both sdes of (57) ad substtute (71). The, aga by replacg the aputo dervatve by the Rema Louvlle oe, thas to (7), weobta (70)

15 (1 x) α+1 β+1 (1 + x) Λ (1) x Iμ +1 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) [ (1 + x) β+μ P α μ+1, β+μ (x) ] Dμ x { (1 x) α+1 μ α μ+1, β+μ P (x) }. Fally, the fractoal dervatve o the left-had sde ad the fractoal tegrato o the rght-had sde s wored out usg () ad (4) as Γ( 1 β + μ) (1 x) α+1 P α+1, β (x) Λ Γ( 1 β) (1) Γ( + α + μ + 1) Γ( + α + 1) (1 x) α+1 P α+1, β (x). By a smlar argumet o the (1 x) α+1 P α+1, β (x) beg o-zero almost everywhere, we ca cacel ths term out o both sdes ad obta Λ (1) (1) Λ α,β,μ Γ( β + μ 1)Γ ( + α + 1) Γ( β 1)Γ ( + α μ + 1). Now, we eed to chec Theorem 4.1, to see f(7) verfes that the egevalues are deed real-valued ad dstct, ad the orthogoalty of the egefuctos wth respect to w(x) (1 x) 1+α μ (1 + x) 1+β μ s vald: w(x) (1) P α,β,μ (x) (1) P α,β,μ (x) dx w(x) [ (1 + x) β+μ] P α μ+1, β+μ (1 x) 1+α μ (1 + x) β+μ P α μ+1, β+μ (x)p α μ+1, β+μ (x) dx (x)p α μ+1, β+μ (1 x) α (1 + x) β P α,β (x)p α,β (x) dx α,β ( 1)δ, where α α μ + 1, β β + μ 1, ad deoted by α,β () s the orthogoalty costat of the famly of Jacob polyomals. The smplcty of the egevalues ca be also show a smlar fasho as Part c the proof of Theorem 3.4, ad ths completes the proof. Lemma 4.3. The shfted egefuctos to SFSLP-I & -II, deoted by () P α,β,μ (t), aregveas () P α,β,μ (t) μ() 0 (x) dx ( )( () () +1 μ (1) ) 1 t + μ(), (75) 1 where case of the SFLSP-I ( 1), t [0, 1], μ (1) β + μ 1 ad 0 < μ (1) < μ, adforsfslp-ii( ), t [, 0], μ () α + μ 1 also 0 < μ () < μ. Proof. The proof follows the oe Lemma 3.5. Theorem 4.4. The shfted egesolutos to (57), () P α,β,μ (t), form a complete herarchcal bass for the fte-dmesoal space of poly-fractoomals F + μ (),where μ (1) β + μ 1 ad μ () α + μ 1,where0 < μ (1) < μ,also0 < μ () < μ. Proof. The proof follows the oe Theorem The growth of the magtude the egevalues of SFSLP-I, Λ (1), exhbts a smlar behavor as oe observed RFSLP-I & -II. However, there are aother two degrees of freedom the choce of parameters α ad β, whch affect the magtude of the egevalues. It turs out that case of SFSLP-I ( 1), the optmal hghest magtude s acheved whe α μ ad β, μ (0, 1). The growth of the Λ (1) correspodg to three values of μ 0.35, μ 0.5, ad μ 0.99 s show Fg. 4. Aga, we observe about the two growth modes of Λ (1), depedg o ether μ (0, 1/), where a sublear growth Λ 1 s observed, or, μ (1/, 1), where a superlear subquadratc growth mode s vald; the case μ 1/ leads to a exactly lear growth mode. orrespodg to the aforemetoed fractoal-orders μ, Fg. 5, we plot the egefuctos of SFSLP-I, P (1) (x), of dfferet orders ad correspodg to dfferet values of μ used Fg. 4. Ia smlar fasho, we compare the egesolutos wth the correspodg stadard Jacob polyomals P α μ+1, β+μ (x) each plot.

16 510 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) Fg. 4. Magtude of the egevalues of SFSLP-I, Λ (1), versus, correspodg to α 0 ad β 0.7, correspodg to dfferet fractoal-order μ 0.35, left: sublear growth, μ 0.5; mddle: lear growth, ad μ 0.99; rght: superlear subquadratc growth. Here we compare the growth of the egevalues to the optmal case whe α μ ad β. I Fg. 6, the growth of the magtude Λ (), correspodg to three values of μ 0.35, μ 0.5, ad μ 0.99 s plotted. I SFSLP-II ( ), the optmal hghest magtude the egevalues s acheved whe α ad β μ. Moreover, Fg. 7, we plot the egefuctos of SFSLP-II, P () (x), of dfferet fractoal-orders ad correspodg to dfferet μ used Fg. 6. Ths tme, we compare the egesolutos wth the correspodg stadard Jacob polyomals P α+μ,β μ+1 (x) each plot Propertes of the ege-solutos to SFSLP-I & -II We lst a umber of propertes of the egesolutos to SFSLP-I & -II as follows. No-polyomal ature: From (71) ad (73), the egefuctos exhbt a o-polyomal (fractal) behavor, thas to the fractoomal multplers (1 + x) β+μ SFSLP-I ad (1 x) α+μ SFSLP-II. Ideed, these poly-fractoomals are the geeralzato of those troduced RFSLP (7) ad (9). We realze that whe α ad β smultaeously, the ege-solutos to the sgular problems SFSLP-I & -II, oly asymptotcally, approach to that of the regular couterparts. However, specal atteto should be tae due to the fact that whe α ad β, the goverg equatos (57) the become o-sgular ad equvalet to the regular problems RFSLP-I & -II (16) at the frst place. Here, we refer to () P α,β,μ (x) as the geeralzato of the whole famly of the Jacob poly-fractoomal correspodg to the trple α,β,μ, where < α < μ, ad <β<μ SFSLP-I ( 1), ad < α < μ 1, ad <β< μ SFSLP-II ( ). Asymptotc egevalues Λ () : The growth the magtude of egevalues SFSLP wth s depedet o three parameters: the fractoal dervatve order μ, α ad β. From(7) ad (74), t s easy to show that α ad β oly affect the magtude ad ot the behavor (.e., order) of the growth. As show (30), sceμ (0, 1), there are two modes of growth the magtude of Λ () referred to as sublear mode correspodg to 0 < μ < 1/, ad superlear subquadratc mode whch correspods to 1/ < μ < 1. Partcularly, whe μ 1/, the egevalues grow learly wth. The optmal hghest magtude of Λ (1) acheved whe α μ ad β SFSLP-I, ad case of the SFSLP-II whe α ad β μ the optmal egevalues are obtaed. The asymptotc cases are summarzed as Λ (), μ 1,, μ 1/, 1, μ 0. Recurrece relatos: A recurrece relatos s obtaed for the Jacob poly-fractoomals () P α,β,μ (1) P α,β,μ 1 (x) (1 + x) β+μ, (1) P α,β,μ (x) 1 (1 + x) β+μ[ α + β μ + + (α β + ] )x,. a (1) P α,β,μ +1 (x) (b + c x) (1) P α,β,μ (x) d (1) P α,β,μ (x), a ( + α β)( + α β ), (x) as (76)

17 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) Fg. 5. Egefuctos of SFSLP-I, P (1),versusx, for 1 (frst row), (secod row), 5 (thrd row), ad 10 (last row), correspodg to the fractoal-order μ ν/ 0.35 (left colum), μ ν/ 0.5 (mddle colum), ad μ ν/ 0.99 (rght colum). Here, we tae the same values α 0 ad β 0.7, as show Fg. 4. b ( α + β 1)(α β)(α + β μ + ), c ( α + β)( α + β 1)( α + β ), d ( α + μ )( + β μ)( α + β), (77)

18 51 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) Fg. 6. Magtude of the egevalues of SFSLP-II, Λ (), versus, correspodg to α 0.7 ad β 0, correspodg to dfferet fractoal-order μ 0.35, left: sublear growth, μ 0.5; mddle: lear growth, ad μ 0.99; rght: superlear subquadratc growth. Here we compare the growth of the egevalues to the optmal case whe α adβ μ. ad () P α,β,μ 1 (x) (1 x) α+μ, () P α,β,μ (x) 1 (1 x) α+μ[ α β + μ + ( α + β + ] )x,. a () P α,β,μ +1 (x) ( b + c x) () P α,β,μ (x) d () P α,β,μ (x), ( α + β)( α + β ), a b c d Orthogoalty: where ad ( α + β 1)(α β)(α + β μ + ), ( + α + β)( + α + β 1)( + α + β ), ( + α μ)( β + μ )( + α β). (78) (1 x) α+1 μ (1 + x) β+1 μ() P α,β,μ (1) α,β () α,β α β+1 + α β 1 α+β+1 α + β 1 Fractoal dervatves: ( (1) D β+μ+1 x P α,β,μ ) D β+μ+1 x ad x D α+μ 1 where P α β,0 Frst dervatves: d dx ( () P α,β,μ (x) () P α,β,μ (x) dx () α,β δ, (79) Γ( + α μ + 1)Γ ( β + μ 1), ( 1)!Γ( + α β) Γ( α + μ 1)Γ ( + β μ + 1). ( 1)!Γ( α + β) ) x D α+μ 1 ( (1) P α,β,μ ( () P α,β,μ (x) ad P 0,β α (x) deote the stadard Jacob polyomals. ( (1) P α,β,μ (x) ) ( β + μ 1)(1 + x) β+μ P α μ+1, β+μ (x) + 1 ( + α β)(1 + x) β+μ P α μ+, β+μ (x), ) Γ( + μ) P α β,0 (x), (80) Γ() ) Γ( + μ) P 0,β α (x), (81) Γ()

19 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) Fg. 7. Egefuctos of SFSLP-II, P (),versusx, for 1 (frst row), (secod row), 5 (thrd row), ad 10 (last row), correspodg to the fractoal-order μ ν/ 0.35 (left colum), μ ν/ 0.5 (mddle colum), ad μ ν/ 0.99 (rght colum). Here, we tae the same values α 0.7 ad β 0, as show Fg. 6. ad d dx ( () P α,β,μ (x) ) (+α μ + 1)(1 x) α+μ P α+μ,β μ+1 (x) + 1 ( α + β)(1 x) α+μ P α+μ,β μ+ (x).

20 514 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) Specal values: ad (1) P α,β,μ () 0, (1) P α,β,μ (+1) β+μ ( + α μ 1 () P α,β,μ (+1) 0, () P α,β,μ 5. Numercal approxmato () α+μ ( + β μ 1 ), (8) ). (83) As dscussed Secto 4.1, tagα β SFLP-I & -II essetally elmates the sgularty the defto of SFSLP-I & -II (57). Accordgly, we are ot allowed to tae such values for α ad β, uless asymptotcally, the SFSLP-I & -II. However, the Jacob poly-fractoomals () P α,β,μ (x), {1, }, regardless of where they are comg from, are the geeralzato of the poly-fractoomals Φ () (x) whch are ow as the egefuctos of FSLP-I & -II. Therefore, we ca represet the whole famly of the Jacob poly-fractoomals () P α,β,μ (x) as { () P α,β,μ egefuctos of RFSLPs (16), α β, (x) egefuctos of SFSLPs (57), otherwse, (84) where {1, }. By Theorems 3.11 ad 4.4, we ca employ such bass fuctos for umercal approxmato. I such settg, we ca study the approxmato propertes of the famly of Jacob poly-fractoomals () P α,β,μ (x) a ufed fasho. To ths ed, we represet a fucto f (x) L w [, 1] as f (x) f N (x) N 1 ˆf () P α,β,μ (x), x [, 1] (85) where f (x) satsfed the same boudary codtos as () P α,β,μ (x) (85). Now, the ma questo s how fast the expaso coeffcets ˆf decay. By multplyg (85) by L α,β;μ ( () P α,β,μ (x)), 1,,...,N, ad tegratg the terval [, 1], we obta f (x)l α,β;μ ( () P α,β,μ (x) ) dx ( N 1 ) ˆf () P α,β,μ (x) L α,β;μ ( () P α,β,μ (x) ) dx, where L α,β;μ ( () P α,β,μ (x)) o the rght-had sde ca be substtuted by the rght-had sde of (57),.e., Λ () w(x) () P α,β,μ (x) as f (x)l α,β;μ ( () P α,β,μ (x) ) dx N 1 ˆf Λ () ad thas to the orthogoalty property (79) we get ˆf () α,β Λ () or equvaletly by (60), ˆf () α,β Λ () f (x)l α,β;μ ( () P α,β,μ (x) ) dx, (1 x) α+1 μ (1 + x) β+1 μ() P α,β,μ (x) () P α,β,μ (x), f (x) D μ{ (1 x) α+1 (1 + x) β+1 D μ( () P α,β,μ (x) )} dx. (86)

21 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) We recall that 1 correspods to D μ x Dμ +1 ad D μ Dμ x, also whe wehave D μ x D μ +1. Now, by carryg out the fractoal tegrato-by-parts (9) ad (10), weget Dμ x ad D μ ˆf () α,β Λ () whch s equvalet to ˆf () α,β Λ () (1 x) α+1 (1 + x) β+1( D μ f (x) )( D μ() P α,β,μ (x) ) dx, (87) (1 x) α+1 (1 + x) β+1( D μ() P α,β,μ (x) )( D μ f (x) ) dx () P α,β,μ (x) x Iμ x R f (x) +1. x (88) We realze that the last term (88) s detcally zero. Aga, by the fractoal tegrato-by-parts (9) ad (10), we obta ˆf or equvaletly ˆf () α,β () α,β Λ () Λ () () P α,β,μ (x) D μ{ (1 x) α+1 (1 + x) β+1 D μ f (x) } dx, () P α,β,μ (x)l α,β;μ [ ] f (x) dx, f deoted by f (1) (x) L α,β;μ [ f (x)] L w [, 1]. By carryg out the fractoal tegrato-by-parts aother (m 1) tmes, ad settg f (m) (x) L α,β;μ [ f (m) (x)] L w [, 1], weobta ˆf f(m) Λ () (x) L, 1,,...,N. (89) m w osequetly, f the fucto f (x) [, 1], we recover the expoetal decay of the expaso coeffcets ˆf. Remar 5.1. Although whe 0 < μ < 1/ the magtude of the egevalues grows sublearly, such decay behavor does ot affect fudametally the expoetal character of the decay the coeffcets f f (x) possesses the requred regularty Numercal tests I the followg examples, we test the covergece rate approxmatg some poly-fractoomals addto to some other type of fuctos volvg fractoal character. By Theorems 3.11 ad 4.4, we ca exactly represet ay polyfractoomal F N+μ of order N + μ terms of the frst N regular Jacob fractal bass fuctos (16), or alteratvely, usg the frst N sgular Jacob fractal bass fuctos (75). However, ths s ot the case whe other types of bass fuctos, such as the stadard (shfted) Legedre polyomals P (x), areemployed. We frst approxmate the smplest fractal fucto f (t) t usg our regular ad sgular Jacob poly-fractoomals, where we see that oly oe term s eeded to exactly represet the fractoomal,.e., f (t) f 1 (t). To mae a comparso, we also plot the L -orm error terms of N, the umber of expaso terms (85) Fg. 8 (left), whe the stadard Legedre polyomals are employed as the bass fuctos. Moreover, we represet the poly-fractoomal f (t) t 1/3 + t 4+1/3 + t 7+1/3 by our regular ad sgular Jacob poly-fractoomals to compare the effcecy of such expaso fuctos to other stadard polyomal bases. The fast (super) spectral covergece of the our fractal bass fuctos show Fg. 8 (rght), compared to that of the Legedre expaso, hghlghts the effcecy of Jacob poly-fractoomal bass fuctos approxmatg o-polyomal fuctos. Next, we approxmate aother two fuctos whch are ot poly-fractoomals. I Fg. 9, we show the L -orm error (85), where the covergece to f (t) t 1/3 s(t) s show o the left ad the error the approxmato of f (t) s(3 t) s plotted o the rght. Oce aga, we observe spectral (expoetal) covergece of (85) whe the regular ad the sgular egefuctos are employed as the bass fuctos, compared to the case whe the stadard Legedre polyomals are employed. Fally, we also test how well smooth fuctos are approxmated usg a o-polyomal bass Fg. 10. As expected, we see that the Legedre polyomal bass s outperformg the poly-fractoomal bass but oly slghtly ad we stll observe expoetal covergece of the latter. Here we employed μ 1/ for the both RFSLP ad SFSLP bases but other choces are also possble to optmze the covergece rate.

22 516 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) Fg. 8. L -orm error f (t) f N (t) L versus N, the umber of expaso terms (85) whe Legedre polyomals are used as the bass fuctos. Here, f (t) s a poly-fractoomal; left: f (t) t, where oly oe term,.e., () P α,β,μ 1 s eeded to exactly capture t,adrght: f (t) t 1/3 + t 4+1/3 + t 7+1/3 ; here α β 0. Fg. 9. L -orm error f (t) f N (t) L versus N, the umber of expaso terms (85), where f (t) s ot a poly-fractoomal; left: f (t) t 1/3 s(t), ad rght: f (t) s(3 t); hereα β 0. Fg. 10. L -orm error f (t) f N (t) L versus N, the umber of expaso terms (85), where f (t) s a polyomal; left: f (t) t 6 + t 11 + t 15,adrght: f (t) t 5 exp t/4 1; here α β Summary We have cosdered a regular fractoal Sturm Louvlle problem of two ds RFSLP-I ad RFSLP-II of order ν (0, ), [15] wth the fractoal dfferetal operators both of Rema Louvlle ad aputo type, of the same fractoal-order μ ν/ (0, 1). Ths choce, tur, motvated a proper fractoal tegrato-by-parts. I the frst part of the paper, we obtaed the aalytcal egesolutos to RFSLP-I & -II as o-polyomal fuctos, whch we defed as Jacob polyfractoomals. These egefuctos were show to be orthogoal wth respect to the weght fucto, assocated wth the

23 M. Zayerour, G.E. Karadas / Joural of omputatoal Physcs 5 (013) RFSLP-I & -II. I addto, these egefuctos were show to be herarchcal, ad a useful recursve relato was obtaed for each type of the egefuctos. Moreover, a detaled lst of other mportat propertes of such poly-fractoomals was preseted at the ed of the frst part of the paper. We exteded the fractoal operators to a ew famly of sgular fractoal Sturm Louvlle problems of two ds, SFSLP-I ad SFSLP-II, the secod part of the paper. We showed that the regular boudary-value problems RFSLP-I & -II are deed asymptotc cases for the sgular couterparts SFSLP-I & -II. We also proved that the egevalues of the sgular problems are real-valued ad the egefuctos correspodg to dstct egevalues are orthogoal. Subsequetly, we obtaed the ege-solutos to SFSLP-I & -II aalytcally, also as o-polyomal fuctos, whch completed the whole famly of the Jacob poly-fractoomals. I a smlar fasho, a umber of useful propertes of such egesolutos was troduced. Fally, we aalyzed the umercal approxmato propertes of the egesolutos to RFSLP-I & -II ad SFSLP-I & -II a ufed fasho. The expoetal covergece approxmatg fractal fuctos such as poly-fractoomals addto to some other fractal fuctos such as fractoal trgoometrc fuctos hghlghted the effcecy of the ew fractal bass fuctos compared to Legedre polyomals. Acowledgemets Ths wor was supported by the ollaboratory o Mathematcs for Mesoscopc Modelg of Materals (M4) at PNNL fuded by the Departmet of Eergy, by a AFOSR MURI ad by NSF/DMS. Refereces [1] W.O. Amre, A.M. Hz, D.B. Pearso, Sturm Louvlle Theory: Past ad Preset, Brhäuser, Basel, 005. [] A. Zettl, Sturm Louvlle Theory, vol. 11, Amerca Mathematcal Socety, 010. [3] K.S. Mller, B. Ross, A Itroducto to the Fractoal alculus ad Fractoal Dfferetal Equatos, Joh Wley ad Sos, Ic., New Yor, NY, [4] I. Podluby, Fractoal Dfferetal Equatos, Academc Press, Sa Dego, A, USA, [5] A.A. Klbass, H.M. Srvastava, J.J. Trullo, Theory ad Applcatos of Fractoal Dfferetal Equatos, Elsever, Amsterdam, Netherlads, 006. [6] A. arpter, F. Maard, Fractals ad Fractoal alculus otuum Mechacs, Sprger-Verlag Telos, [7] B.J. West, M. Bologa, P. Grgol, Physcs of Fractal Operators, Sprger-Verlag, New Yor, NY, 003. [8] R.L. Mag, Fractoal alculus Boegeerg, Begell House Ic., Reddg, T, 006. [9] Q.M. Al-Mdallal, A effcet method for solvg fractoal Sturm Louvlle problems, haos, Soltos & Fractals 40 (1) (009) [10] V.S. Ertür, omputg egeelemets of Sturm Louvlle problems of fractoal order va fractoal dfferetal trasform method, Mathematcal ad omputatoal Applcatos 16 (3) (011) 71. [11] A. Neamaty, R. Darz, S. Zaree, B. Mohammadzadeh, Haar wavelet operatoal matrx of fractoal order tegrato ad ts applcato for egevalues of fractoal Sturm Louvlle problem, World Appled Sceces Joural 16 (1) (01) [1] B. J, R. Wllam, A verse Sturm Louvlle problem wth a fractoal dervatve, Joural of omputatoal Physcs 31 (01) [13] J. Q, S. he, Egevalue problems of the model from olocal cotuum mechacs, Joural of Mathematcal Physcs 5 (011) [14] T.M. Ataacovc, B. Staovc, Geeralzed wave equato olocal elastcty, Acta Mechaca 08 (1) (009) [15] M. Klme, O.P. Agrawal, O a regular fractoal Sturm Louvlle problem wth dervatves of order (0, 1), : Proceedgs of 13th Iteratoal arpatha otrol oferece, I, July, 01, [16] E. Bas, F. Met, Spectral propertes of fractoal Sturm Louvlle problem for dffuso operator, preprt, arxv: , 01, pp [17] R. Asey, J. Ftch, Itegral represetatos for Jacob polyomals ad some applcatos, Joural of Mathematcal Aalyss ad Applcatos 6 (1969)

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

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

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

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

CHAPTER 4 RADICAL EXPRESSIONS

CHAPTER 4 RADICAL EXPRESSIONS 6 CHAPTER RADICAL EXPRESSIONS. The th Root of a Real Number A real umber a s called the th root of a real umber b f Thus, for example: s a square root of sce. s also a square root of sce ( ). s a cube

More information

Chapter 9 Jordan Block Matrices

Chapter 9 Jordan Block Matrices Chapter 9 Jorda Block atrces I ths chapter we wll solve the followg problem. Gve a lear operator T fd a bass R of F such that the matrx R (T) s as smple as possble. f course smple s a matter of taste.

More information

x y exp λ'. x exp λ 2. x exp 1.

x y exp λ'. x exp λ 2. x exp 1. egecosmcd Egevalue-egevector of the secod dervatve operator d /d hs leads to Fourer seres (se, cose, Legedre, Bessel, Chebyshev, etc hs s a eample of a systematc way of geeratg a set of mutually orthogoal

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

MATH 247/Winter Notes on the adjoint and on normal operators.

MATH 247/Winter Notes on the adjoint and on normal operators. MATH 47/Wter 00 Notes o the adjot ad o ormal operators I these otes, V s a fte dmesoal er product space over, wth gve er * product uv, T, S, T, are lear operators o V U, W are subspaces of V Whe we say

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

The Mathematical Appendix

The Mathematical Appendix The Mathematcal Appedx Defto A: If ( Λ, Ω, where ( λ λ λ whch the probablty dstrbutos,,..., Defto A. uppose that ( Λ,,..., s a expermet type, the σ-algebra o λ λ λ are defed s deoted by ( (,,...,, σ Ω.

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

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

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

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

Part 4b Asymptotic Results for MRR2 using PRESS. Recall that the PRESS statistic is a special type of cross validation procedure (see Allen (1971))

Part 4b Asymptotic Results for MRR2 using PRESS. Recall that the PRESS statistic is a special type of cross validation procedure (see Allen (1971)) art 4b Asymptotc Results for MRR usg RESS Recall that the RESS statstc s a specal type of cross valdato procedure (see Alle (97)) partcular to the regresso problem ad volves fdg Y $,, the estmate at the

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

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

BERNSTEIN COLLOCATION METHOD FOR SOLVING NONLINEAR DIFFERENTIAL EQUATIONS. Aysegul Akyuz Dascioglu and Nese Isler Mathematcal ad Computatoal Applcatos, Vol. 8, No. 3, pp. 293-300, 203 BERNSTEIN COLLOCATION METHOD FOR SOLVING NONLINEAR DIFFERENTIAL EQUATIONS Aysegul Ayuz Dascoglu ad Nese Isler Departmet of Mathematcs,

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

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

Assignment 5/MATH 247/Winter Due: Friday, February 19 in class (!) (answers will be posted right after class)

Assignment 5/MATH 247/Winter Due: Friday, February 19 in class (!) (answers will be posted right after class) Assgmet 5/MATH 7/Wter 00 Due: Frday, February 9 class (!) (aswers wll be posted rght after class) As usual, there are peces of text, before the questos [], [], themselves. Recall: For the quadratc form

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

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

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

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

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

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

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

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

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

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

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

A Study on Generalized Generalized Quasi hyperbolic Kac Moody algebra QHGGH of rank 10

A Study on Generalized Generalized Quasi hyperbolic Kac Moody algebra QHGGH of rank 10 Global Joural of Mathematcal Sceces: Theory ad Practcal. ISSN 974-3 Volume 9, Number 3 (7), pp. 43-4 Iteratoal Research Publcato House http://www.rphouse.com A Study o Geeralzed Geeralzed Quas (9) hyperbolc

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

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

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

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

A New Family of Transformations for Lifetime Data

A New Family of Transformations for Lifetime Data Proceedgs of the World Cogress o Egeerg 4 Vol I, WCE 4, July - 4, 4, Lodo, U.K. A New Famly of Trasformatos for Lfetme Data Lakhaa Watthaacheewakul Abstract A famly of trasformatos s the oe of several

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

Fibonacci Identities as Binomial Sums

Fibonacci Identities as Binomial Sums It. J. Cotemp. Math. Sceces, Vol. 7, 1, o. 38, 1871-1876 Fboacc Idettes as Bomal Sums Mohammad K. Azara Departmet of Mathematcs, Uversty of Evasvlle 18 Lcol Aveue, Evasvlle, IN 477, USA E-mal: azara@evasvlle.edu

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

Maps on Triangular Matrix Algebras

Maps on Triangular Matrix Algebras Maps o ragular Matrx lgebras HMED RMZI SOUROUR Departmet of Mathematcs ad Statstcs Uversty of Vctora Vctora, BC V8W 3P4 CND sourour@mathuvcca bstract We surveys results about somorphsms, Jorda somorphsms,

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

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

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

MA 524 Homework 6 Solutions

MA 524 Homework 6 Solutions MA 524 Homework 6 Solutos. Sce S(, s the umber of ways to partto [] to k oempty blocks, ad c(, s the umber of ways to partto to k oempty blocks ad also the arrage each block to a cycle, we must have S(,

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

v 1 -periodic 2-exponents of SU(2 e ) and SU(2 e + 1)

v 1 -periodic 2-exponents of SU(2 e ) and SU(2 e + 1) Joural of Pure ad Appled Algebra 216 (2012) 1268 1272 Cotets lsts avalable at ScVerse SceceDrect Joural of Pure ad Appled Algebra joural homepage: www.elsever.com/locate/jpaa v 1 -perodc 2-expoets of SU(2

More information

The internal structure of natural numbers, one method for the definition of large prime numbers, and a factorization test

The internal structure of natural numbers, one method for the definition of large prime numbers, and a factorization test Fal verso The teral structure of atural umbers oe method for the defto of large prme umbers ad a factorzato test Emmaul Maousos APM Isttute for the Advacemet of Physcs ad Mathematcs 3 Poulou str. 53 Athes

More information

18.413: Error Correcting Codes Lab March 2, Lecture 8

18.413: Error Correcting Codes Lab March 2, Lecture 8 18.413: Error Correctg Codes Lab March 2, 2004 Lecturer: Dael A. Spelma Lecture 8 8.1 Vector Spaces A set C {0, 1} s a vector space f for x all C ad y C, x + y C, where we take addto to be compoet wse

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

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

Fractional Order Finite Difference Scheme For Soil Moisture Diffusion Equation And Its Applications

Fractional Order Finite Difference Scheme For Soil Moisture Diffusion Equation And Its Applications IOS Joural of Mathematcs (IOS-JM e-iss: 78-578. Volume 5, Issue 4 (Ja. - Feb. 3, PP -8 www.osrourals.org Fractoal Order Fte Dfferece Scheme For Sol Mosture Dffuso quato Ad Its Applcatos S.M.Jogdad, K.C.Takale,

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

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

1 Onto functions and bijections Applications to Counting

1 Onto functions and bijections Applications to Counting 1 Oto fuctos ad bectos Applcatos to Coutg Now we move o to a ew topc. Defto 1.1 (Surecto. A fucto f : A B s sad to be surectve or oto f for each b B there s some a A so that f(a B. What are examples of

More information

Algorithms Theory, Solution for Assignment 2

Algorithms Theory, Solution for Assignment 2 Juor-Prof. Dr. Robert Elsässer, Marco Muñz, Phllp Hedegger WS 2009/200 Algorthms Theory, Soluto for Assgmet 2 http://lak.formatk.u-freburg.de/lak_teachg/ws09_0/algo090.php Exercse 2. - Fast Fourer Trasform

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

PROJECTION PROBLEM FOR REGULAR POLYGONS

PROJECTION PROBLEM FOR REGULAR POLYGONS Joural of Mathematcal Sceces: Advaces ad Applcatos Volume, Number, 008, Pages 95-50 PROJECTION PROBLEM FOR REGULAR POLYGONS College of Scece Bejg Forestry Uversty Bejg 0008 P. R. Cha e-mal: sl@bjfu.edu.c

More information

Research Article Multidimensional Hilbert-Type Inequalities with a Homogeneous Kernel

Research Article Multidimensional Hilbert-Type Inequalities with a Homogeneous Kernel Hdaw Publshg Corporato Joural of Iequaltes ad Applcatos Volume 29, Artcle ID 3958, 2 pages do:.55/29/3958 Research Artcle Multdmesoal Hlbert-Type Iequaltes wth a Homogeeous Kerel Predrag Vuovć Faculty

More information

International Journal of Mathematical Archive-5(8), 2014, Available online through ISSN

International Journal of Mathematical Archive-5(8), 2014, Available online through   ISSN Iteratoal Joural of Mathematcal Archve-5(8) 204 25-29 Avalable ole through www.jma.fo ISSN 2229 5046 COMMON FIXED POINT OF GENERALIZED CONTRACTION MAPPING IN FUZZY METRIC SPACES Hamd Mottagh Golsha* ad

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

Point Estimation: definition of estimators

Point Estimation: definition of estimators Pot Estmato: defto of estmators Pot estmator: ay fucto W (X,..., X ) of a data sample. The exercse of pot estmato s to use partcular fuctos of the data order to estmate certa ukow populato parameters.

More information

Decomposition of Hadamard Matrices

Decomposition of Hadamard Matrices Chapter 7 Decomposto of Hadamard Matrces We hae see Chapter that Hadamard s orgal costructo of Hadamard matrces states that the Kroecer product of Hadamard matrces of orders m ad s a Hadamard matrx of

More information

5 Short Proofs of Simplified Stirling s Approximation

5 Short Proofs of Simplified Stirling s Approximation 5 Short Proofs of Smplfed Strlg s Approxmato Ofr Gorodetsky, drtymaths.wordpress.com Jue, 20 0 Itroducto Strlg s approxmato s the followg (somewhat surprsg) approxmato of the factoral,, usg elemetary fuctos:

More information

Assignment 7/MATH 247/Winter, 2010 Due: Friday, March 19. Powers of a square matrix

Assignment 7/MATH 247/Winter, 2010 Due: Friday, March 19. Powers of a square matrix Assgmet 7/MATH 47/Wter, 00 Due: Frday, March 9 Powers o a square matrx Gve a square matrx A, ts powers A or large, or eve arbtrary, teger expoets ca be calculated by dagoalzg A -- that s possble (!) Namely,

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

ON THE LOGARITHMIC INTEGRAL

ON THE LOGARITHMIC INTEGRAL Hacettepe Joural of Mathematcs ad Statstcs Volume 39(3) (21), 393 41 ON THE LOGARITHMIC INTEGRAL Bra Fsher ad Bljaa Jolevska-Tueska Receved 29:9 :29 : Accepted 2 :3 :21 Abstract The logarthmc tegral l(x)

More information

Chapter 4 Multiple Random Variables

Chapter 4 Multiple Random Variables Revew for the prevous lecture: Theorems ad Examples: How to obta the pmf (pdf) of U = g (, Y) ad V = g (, Y) Chapter 4 Multple Radom Varables Chapter 44 Herarchcal Models ad Mxture Dstrbutos Examples:

More information

Investigating Cellular Automata

Investigating Cellular Automata Researcher: Taylor Dupuy Advsor: Aaro Wootto Semester: Fall 4 Ivestgatg Cellular Automata A Overvew of Cellular Automata: Cellular Automata are smple computer programs that geerate rows of black ad whte

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

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

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

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

ESS Line Fitting

ESS Line Fitting ESS 5 014 17. Le Fttg A very commo problem data aalyss s lookg for relatoshpetwee dfferet parameters ad fttg les or surfaces to data. The smplest example s fttg a straght le ad we wll dscuss that here

More information

Some Different Perspectives on Linear Least Squares

Some Different Perspectives on Linear Least Squares Soe Dfferet Perspectves o Lear Least Squares A stadard proble statstcs s to easure a respose or depedet varable, y, at fed values of oe or ore depedet varables. Soetes there ests a deterstc odel y f (,,

More information

Arithmetic Mean and Geometric Mean

Arithmetic Mean and Geometric Mean Acta Mathematca Ntresa Vol, No, p 43 48 ISSN 453-6083 Arthmetc Mea ad Geometrc Mea Mare Varga a * Peter Mchalča b a Departmet of Mathematcs, Faculty of Natural Sceces, Costate the Phlosopher Uversty Ntra,

More information

A tighter lower bound on the circuit size of the hardest Boolean functions

A tighter lower bound on the circuit size of the hardest Boolean functions Electroc Colloquum o Computatoal Complexty, Report No. 86 2011) A tghter lower boud o the crcut sze of the hardest Boolea fuctos Masak Yamamoto Abstract I [IPL2005], Fradse ad Mlterse mproved bouds o the

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

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

The Lie Algebra of Smooth Sections of a T-bundle

The Lie Algebra of Smooth Sections of a T-bundle IST Iteratoal Joural of Egeerg Scece, Vol 7, No3-4, 6, Page 8-85 The Le Algera of Smooth Sectos of a T-udle Nadafhah ad H R Salm oghaddam Astract: I ths artcle, we geeralze the cocept of the Le algera

More information

6.867 Machine Learning

6.867 Machine Learning 6.867 Mache Learg Problem set Due Frday, September 9, rectato Please address all questos ad commets about ths problem set to 6.867-staff@a.mt.edu. You do ot eed to use MATLAB for ths problem set though

More information

A NEW LOG-NORMAL DISTRIBUTION

A NEW LOG-NORMAL DISTRIBUTION Joural of Statstcs: Advaces Theory ad Applcatos Volume 6, Number, 06, Pages 93-04 Avalable at http://scetfcadvaces.co. DOI: http://dx.do.org/0.864/jsata_700705 A NEW LOG-NORMAL DISTRIBUTION Departmet of

More information

On the construction of symmetric nonnegative matrix with prescribed Ritz values

On the construction of symmetric nonnegative matrix with prescribed Ritz values Joural of Lear ad Topologcal Algebra Vol. 3, No., 14, 61-66 O the costructo of symmetrc oegatve matrx wth prescrbed Rtz values A. M. Nazar a, E. Afshar b a Departmet of Mathematcs, Arak Uversty, P.O. Box

More information

III-16 G. Brief Review of Grand Orthogonality Theorem and impact on Representations (Γ i ) l i = h n = number of irreducible representations.

III-16 G. Brief Review of Grand Orthogonality Theorem and impact on Representations (Γ i ) l i = h n = number of irreducible representations. III- G. Bref evew of Grad Orthogoalty Theorem ad mpact o epresetatos ( ) GOT: h [ () m ] [ () m ] δδ δmm ll GOT puts great restrcto o form of rreducble represetato also o umber: l h umber of rreducble

More information

( q Modal Analysis. Eigenvectors = Mode Shapes? Eigenproblem (cont) = x x 2 u 2. u 1. x 1 (4.55) vector and M and K are matrices.

( q Modal Analysis. Eigenvectors = Mode Shapes? Eigenproblem (cont) = x x 2 u 2. u 1. x 1 (4.55) vector and M and K are matrices. 4.3 - Modal Aalyss Physcal coordates are ot always the easest to work Egevectors provde a coveet trasformato to modal coordates Modal coordates are lear combato of physcal coordates Say we have physcal

More information

Lecture 7. Confidence Intervals and Hypothesis Tests in the Simple CLR Model

Lecture 7. Confidence Intervals and Hypothesis Tests in the Simple CLR Model Lecture 7. Cofdece Itervals ad Hypothess Tests the Smple CLR Model I lecture 6 we troduced the Classcal Lear Regresso (CLR) model that s the radom expermet of whch the data Y,,, K, are the outcomes. The

More information

THE ROYAL STATISTICAL SOCIETY 2016 EXAMINATIONS SOLUTIONS HIGHER CERTIFICATE MODULE 5

THE ROYAL STATISTICAL SOCIETY 2016 EXAMINATIONS SOLUTIONS HIGHER CERTIFICATE MODULE 5 THE ROYAL STATISTICAL SOCIETY 06 EAMINATIONS SOLUTIONS HIGHER CERTIFICATE MODULE 5 The Socety s provdg these solutos to assst cadtes preparg for the examatos 07. The solutos are teded as learg ads ad should

More information

SUBCLASS OF HARMONIC UNIVALENT FUNCTIONS ASSOCIATED WITH SALAGEAN DERIVATIVE. Sayali S. Joshi

SUBCLASS OF HARMONIC UNIVALENT FUNCTIONS ASSOCIATED WITH SALAGEAN DERIVATIVE. Sayali S. Joshi Faculty of Sceces ad Matheatcs, Uversty of Nš, Serba Avalable at: http://wwwpfacyu/float Float 3:3 (009), 303 309 DOI:098/FIL0903303J SUBCLASS OF ARMONIC UNIVALENT FUNCTIONS ASSOCIATED WIT SALAGEAN DERIVATIVE

More information

Lecture 9: Tolerant Testing

Lecture 9: Tolerant Testing Lecture 9: Tolerat Testg Dael Kae Scrbe: Sakeerth Rao Aprl 4, 07 Abstract I ths lecture we prove a quas lear lower boud o the umber of samples eeded to do tolerat testg for L dstace. Tolerat Testg We have

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

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

Research Article Some Strong Limit Theorems for Weighted Product Sums of ρ-mixing Sequences of Random Variables

Research Article Some Strong Limit Theorems for Weighted Product Sums of ρ-mixing Sequences of Random Variables Hdaw Publshg Corporato Joural of Iequaltes ad Applcatos Volume 2009, Artcle ID 174768, 10 pages do:10.1155/2009/174768 Research Artcle Some Strog Lmt Theorems for Weghted Product Sums of ρ-mxg Sequeces

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 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

Lebesgue Measure of Generalized Cantor Set

Lebesgue Measure of Generalized Cantor Set Aals of Pure ad Appled Mathematcs Vol., No.,, -8 ISSN: -8X P), -888ole) Publshed o 8 May www.researchmathsc.org Aals of Lebesgue Measure of Geeralzed ator Set Md. Jahurul Islam ad Md. Shahdul Islam Departmet

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

CIS 800/002 The Algorithmic Foundations of Data Privacy October 13, Lecture 9. Database Update Algorithms: Multiplicative Weights

CIS 800/002 The Algorithmic Foundations of Data Privacy October 13, Lecture 9. Database Update Algorithms: Multiplicative Weights CIS 800/002 The Algorthmc Foudatos of Data Prvacy October 13, 2011 Lecturer: Aaro Roth Lecture 9 Scrbe: Aaro Roth Database Update Algorthms: Multplcatve Weghts We ll recall aga) some deftos from last tme:

More information

2. Independence and Bernoulli Trials

2. Independence and Bernoulli Trials . Ideedece ad Beroull Trals Ideedece: Evets ad B are deedet f B B. - It s easy to show that, B deedet mles, B;, B are all deedet ars. For examle, ad so that B or B B B B B φ,.e., ad B are deedet evets.,

More information