1. Introduction. In this paper, we are interested in accurate numerical approximations to the nonlinear Camassa Holm (CH) equation:

Size: px
Start display at page:

Download "1. Introduction. In this paper, we are interested in accurate numerical approximations to the nonlinear Camassa Holm (CH) equation:"

Transcription

1 SIAM J. SCI. COMPUT. Vol. 38, No. 4, pp. A99 A934 c 6 Society for Indstrial and Applied Matematics AN INVARIANT PRESERVING DISCONTINUOUS GALERKIN METHOD FOR THE CAMASSA HOLM EQUATION HAILIANG LIU AND YULONG XING Abstract. In tis work, we design, analyze, and nmerically test an invariant preserving discontinos Galerkin metod for solving te nonlinear Camassa Holm eqation. Tis model is integrable and admits peakon solitons. Te proposed nmerical metod is ig order accrate, and preserves two invariants, momentm and energy, of tis nonlinear eqation. Te L -stability of te sceme for general soltions is a conseqence of te energy preserving property. Te nmerical simlation reslts for di erent types of soltions of te Camassa Holm eqation are provided to illstrate te accracy and capability of te proposed metod. Key words. stability discontinos Galerkin metod, Camassa Holm eqation, energy conservation, AMS sbject classifications. 65M6, 65M, 35Q53 DOI..37/5M75X. Introdction. In tis paper, we are interested in accrate nmerical approimations to te nonlinear Camassa Holm (CH) eqation: () m t + m +m =, m =, R, t>, were te sbscript t (or, respectively) denotes te di erentiation wit respect to time variable t (or ). By taking advantage of its Hamiltonian strctre to reformlate tis eqation, we develop an invariant preserving discontinos Galerkin metod for tis nonlinear CH eqation. Or proposed sceme is ig order accrate, and preserves two invariants, momentm and energy, of tis nonlinear eqation, ence prodcing wave soltions wit satisfying long time beavior. Te CH eqation was fond in a stdy by Camassa and Holm [4], as a bi- Hamiltonian model for waves in te sallow water. In tis contet, te eqation takes te form () t +k t +3 = +. If te parameter k is positive, te solitary wave soltions are smoot solitons. In te special case tat k =, eqation () redces to te CH eqation (), wic as peakon soltions: solitons wit a sarp peak, containing a discontinity at te peak in te wave slope profile. Eqation () can also be written as te system of eqations t + + p =, p ) k + + ( ), Sbmitted to te jornal s Metods and Algoritms for Scientific Compting section Jne, 5; accepted for pblication (in revised form) Marc, 6; pblised electronically Jly 6, 6. ttp:// Department of Matematics, Iowa State University, Ames, IA 5 (li@iastate.ed). Tis ator s work was spported by te National Science Fondation nder grant DMS-3636 and by NSF grant RNMS (Ki-Net) 79. Department of Matematics, University of California at Riverside, Riverside, CA 95 (ingy@cr.ed). Tis ator s work was spported by NSF grant DMS A99

2 A9 HAILIANG LIU AND YULONG XING wit p being te dimensionless pressre or srface tension. Tis nonlocal CH eqation is also one of tree eqations in te family t t + + c =(c + c + c 3 ), wic satisfies asymptotic integrability p to tird order, a necessary condition for te complete integrability. Te oter two cases in tis family are te Korteweg de Vries (KdV) eqation, t + + =, and te Degasperis Procesi (DP) sallow water eqation, t t +3 = +. Te CH eqation and DP eqation also belong to te -class of dispersive models: t t + = +( ), wit =/3and /4, respectively. Te -class was first identified in [], as a sbclass of tose introdced in [9] and te analysis on its global eistence verss finite wave breaking was given by Li and Yin [3] wit te following reslts: for apple apple, initial smootness is sown to persist for all time; if apple <, strong soltions of te -eqation may lose certain reglarity in finite time, and traveling waves sc as periodic, solitary, peakon, peaked periodic, csped periodic, or csped soliton are all permissible [8, 5]. Te two special eqations, te CH and DP eqations, in te -class sare several interesting properties inclding te bi-hamiltonian strctre, te complete integrability, and te soliton-like peakon soltions. Bot eqations can be viewed as models of sallow water waves [3, 4, 5, 7,, 6, ]. However, tere are also important differences between tese eqations: from te perspective of PDE teory, te soltions of te CH eqation basically belong to H (R) (te first order Sobolev space), wile te DP eqation can develop socks (jmp discontinities) wic may be nderstood as entropy soltions [8, 9, 4]. For te CH eqation wit any initial data H (R), varios papers ave stdied te global eistence of its soltions, conservative or dissipative. Uniqeness is a delicate isse becase in general te flow map as less reglarity tan sally needed to jstify te niqeness of te soltion. Recently, Bressan, Cen, and ang [] proved tat te Cacy problem of te CH eqation wit general initial data H (R) as a niqe, globally in time, conservative soltion. Te energy conservation property is essentially sed in teir niqeness proof to overcome certain di clty. We plan to compte tis niqe conservative soltion nmerically by te discontinos Galerkin (DG) metod. Te DG metod is a class of finite element metods sing discontinos piecewise polynomial spaces for bot te nmerical soltions and te test fnctions (see [7] for a istoric review). It combines advantages of bot finite volme and finite element metods, and as been sccessflly applied to a wide range of applications. Many DG metods ave been designed for varios water wave eqations. Some eamples can be fond in te review paper [8]. An energy dissipative DG metod for te CH eqation as been presented in [7]. Recently, tere ave been some stdies on invariant preserving DG metods, wic can preserve te mass and energy eactly in te discrete sense. Nmerical evidence sows tat sc metods often provide more accrate reslts in long time simlations. Invariant preserving DG metods ave been designed for varios wave eqations inclding te KdV eqation

3 DG METHOD FOR THE CH EQUATION A9 [3, 9], second order wave eqation [6, 6], and te DP eqation []. We also refer te interested reader to [5, 4, ] for some related metods for second order acostic wave eqations. Te goal of tis paper is to develop a novel DG metod for te CH eqation, to preserve bot te momentm and energy, wic are given by E = )d, E = R( R + d or E = md, E = md. R R wit m =. Te local DG metod introdced in [7] ses te following reformlation: m t + f() p +(r /) =, p (r) =, were f() =3 / and r =. Te La Friedrics fl for f() sed in [7] is eld accontable for te dissipation of te energy E. In tis work we eplore yet anoter reformlation m t + q + mr =, q m =, wic takes advantage of te first compatible Hamiltonian description (3) m t for D m + m@. Tis, togeter wit simple central nmerical fles, makes it possible tat te reslting sceme preserves bot te momentm and energy. Besides te ig order of accracy, one main featre of te sceme is its capability to prodce wave soltions wit satisfying long time beavior. Some comparison sows tat te sceme wic conserves tese two qantities as smaller pase error tan tose prodced by te energy dissipative sceme. Wit P elements, te DG discretization in te present work may be viewed as a finite di erence sceme sc as te one stdied in [], ts etending te reslts for te scalar CH eqation obtained in []. Finally, we point ot tat te CH eqation also admits anoter compatible Hamiltonian description m for E 3 = R + Tis work sows tat te sceme conserving bot E and E is clearly better tan tat wic conserves only E. One wold intitively tink it is even better to preserve E,E, and E 3. However, it appears a rater di clt task to preserve all tree conservation laws, yet still maintain te optimal order of convergence for smoot soltions. Te rest of tis paper is organized as follows. In section, we formlate or DG metod in bot semidiscrete and flly discrete setting, and prove te desired invariant preserving properties of te proposed DG metod. In section 3, we present a set of nmerical eamples to illstrate te capacity of te DG sceme to captre varios peakons and teir interactions. Some conclsion remarks are given in section 4. d.

4 A9 HAILIANG LIU AND YULONG XING. Te discontinos Galerkin metods... Reformlation. Te Hamiltonian description (3) sets te basis to constrct an E preserving discretization for (), and it leads to te following reformlation: (4) m t +(m) + m =, m =. By introdcing te ailiary variables r and q, we rewrite tis form into te following system: (5a) (5b) (5c) (5d) m t + q + mr =, q m =, m + r =, r =. Two conservation laws for te CH eqation can be epressed as (6) E = md, E = md = ( + r )d. R R R.. DG formlation. We develop an invariant preserving DG metod for te CH eqation sbject to initial data () and periodic bondary conditions. Let s denote te comptational mes of te domain I by I j =( j /, j+/ ) for j =,...,N. Te center of te cell is j =( j / + j+/ )/, and j = j+/ j /. We denote by w + j+/ te vale of w at j+/ evalated from te rigt element I j+, and w j+/ te vale of w at j+/ evalated from te left element I j.[w] =w + denotes te jmp of w at cell interfaces, and {w} = (w+ + w ) denotes te average of te left and rigt interface vales. We ten define te piecewise polynomial space V as te space of polynomials of degree k in eac cell I j,i.e., V = {w : w P k (I j ) for I j,j =,...,N}. Te DG metod for (5) is formlated as follows: for all te test fnctions,,, V,findm,q,r, V sc tat (7a) (7b) (7c) I j (m ) t d I j (q m ) d =, I j m d q ( ) d + ˆq j+/ ˆq + j / + m r d =, I j I j r ( ) d + ˆr j+/ ˆr + j / (7d) r d + ( ) d û j+/ + û + =. j / I j I j d =, w

5 DG METHOD FOR THE CH EQUATION A93 Te at terms, known as nmerical fles, take only single vales on cell interfaces given by (8) (ˆq, ˆr, û )=({q }, {r }, { }). Te global form of te DG formlation may be obtained by smming over all te cells I j, (9a) (9b) (9c) (9d) (m ) t d q ( ) d (q m ) d =, m d r d + r ( ) d ( ) d + j= (ˆq [ ]) j+/ + (ˆr [ ]) j+/ j= (û [ ]) j+/ =, j= m r d =, d =, were R = P N R j= I j, and te periodic bondary conditions ave been sed..3. Stability and conservative properties. We now trn to establis te conservation of E and E. Teorem.. Let (m,q,,r ) be te nmerical soltions of te DG formlation (7) (8). Ten we ave te following: (i) Bot invariants E and E are preserved in te sense tat d dt (ii) Te DG sceme is L stable: m d =, d ( + r dt )d =. k (t)k applek k H 8 t>. Proof. (i) To sow tat te sceme preserves E, we simply take = in (9a), = r in (9c), and = in (9d), and sm te reslting relations to obtain d dt m d = = = j= r (r ) d apple r ˆr [r ] j= (ˆr [r ]) j+/ + apple +û [ ] j+/ ( ) d + (({r } ˆr )[r ] ({ } û )[ ]) j+/ =. j= (û [ ]) j+/ j= To sow te conservation of E, we take = in (9a), = r in (9b), =

6 A94 HAILIANG LIU AND YULONG XING in te time derivative of (9c), =(r ) t in (9d), and = q in (9d) to obtain (m ) t d q ( ) d (ˆq [ ]) j+/ + m r d =, q r d m r d =, j= (m ) t d + (r ) t ( ) d + r (r ) t d + r q d (r ) t d + (q ) d j= ((ˆr ) t [ ]) j+/ + ( ) t d =, (û [(r ) t ]) j+/ =, j= (û [q ]) j+/ =. j= Adding te above togeter and integrating te complete derivative ot, we get d + r d = (ˆq [ ]+û [q ] [ q ]) dt j+/ j= + ([ (r ) t ] (ˆr ) t [ ] û [(r ) t ]) j+/ =. j= (ii) From te conservation of energy E,weave k k = E (t) kr k = E () kr k apple E (). Hence k k apple E () as desired, and we ave te L stability..4. Time discretization. In tis sbsection, we develop flly discrete metods tat maintain te invariant preserving property of te semidiscrete metod (7). To acieve tis, we will employ time stepping metods tat preserve te discrete invariants. A family of symplectic temporal integrators wic preserve te invariants p to rond-o error is te implicit Rnge Ktta collocation type metods associated wit te diagonal elements of te Padé table for e z []. In tis paper, we consider te second order midpoint rle and te fort order two-stages Gass Legendre metods. Let {t n },n =,,...,M, be a niform partition of te time interval [,T], and t n = t n+ t n. Let = be te piecewise L projection of te initial condition (). We pdate te soltion n+ from n sing te midpoint rle in te following manner: for n =,...,M, n+ V is given by () n+ = n, n, were n, is te soltion of te eqation () n, n t n F( n, )=, were F( ) is te spatial operator; see (3) for te flly discrete metod. In Teorem., we ave sown tat te semidiscrete DG metod preserves te continos invariants E (t) and E (t). Along te same line of analysis, we can prove tat te discrete invariants, as defined in te following teorem, is conserved by te flly discrete metod.

7 DG METHOD FOR THE CH EQUATION A95 Teorem.. Te flly discrete midpoint rle DG metod () () conserves te discrete invariants () E n = m n d, E n = ( n ) +(r) n d for all n. Proof. Introdce te notation Dm n = mn+ m n t n = mn, t n / Combined wit te DG formlation (9), te midpoint rle DG metod () () can be rewritten as Dm n d q n, dq ( n, (3a) ) d [ ] + m n, rn, d =, j= j+/ (3b) (q n, m n, n, ) d =, m n, d r n, dr ( n, (3c) ) d [ ] n, d =, j= j+/ r n, d + n, d ( n, (3d) ) d + [ ] =. j= m n. j+/ To sow te conservation of E n, we take te test fnctions = in (3a), = r n, in (3c), and = n, in (3d), and sm te reslting relations to obtain Dm n d = r n, (rn, ) d j= d n, + [ ] j= j+/ = {r n, } d r n, [r ] j= dr n, [r ] + j+/ n, (n, ) d { n, } d n, [ ] =. j+/ Since R Dm n d =(En+ E n )/ t n,weavee n+ = E n. To sow te conservation of E n, we first consider (9c) at time levels t n and t n+, and let te test fnction be n, /( tn ). Sbtraction of tese two eqations yields (4) Dm n n, d + Dr n ( n, ) d + j= ddr n [n, j+/ ] + D n n, d =. We ten take = n, in (3a), = r n, in (3b), = Dr n q n, add te reslting eqations wit (4) to obtain (5) D n n, + Drn r n, d =. in (3d), and

8 A96 HAILIANG LIU AND YULONG XING Combined wit te fact tat D n n, = n+ n n+ t n + n = n+ ( n ) t n, Dr n r n, = rn+ (r n ) t n, te relation (5) leads to E n+ = E n. In some of te nmerical eperiments wit very ig accracy in spatial discretization, te following fort order two-stages Gass Legendre metods, wic also preserve te discrete invariants E n and E n, are condcted as te time approimations: (6) n+ = n + p 3 n, n,, were n, and n, are given as soltions of te copled system of eqations (7) (8) n, n t n a F( n, )+a F( n, ) =, n, n t n a F( n, )+a F( n, ) =, wit a = a =/4, a =/4 p 3/6, a =/4+ p 3/6..5. Algoritm. In tis section, we give details related to te implementation of te proposed invariant preserving DG metod.. First, from (7d) and (7c), we obtain r and m in te following matri form: (9) R = AU, M = U AR, were U (or R, M ) denotes te vectors containing te degree of freedom for te piecewise polynomial soltion (or r, m ). Tis leads to te following relation between M and U : () M = BU, wit te matri B = I A.. Eqation (7b) leads to q defined by () Q = (m ), were is te standard L projection onto piecewise P k polynomials. 3. Eqation (7a) and () leads to t M = AQ (m r ). 4. We ten combine () and () to obtain t U = B ( AQ (m r )). 5. We apply a symplectic temporal discretization metod, for eample te second order midpoint metod () or te fort order Gassian Legendre metod (6), to advance te obtained system (3) in time. Te di erential matri A is a sparse block matri, ence its mltiplication wit coefficient vectors can be implemented e ciently. Step 5 involves a linear solver wit te matri B, were we can perform an LU decomposition for B at te beginning to save comptational cost.

9 DG METHOD FOR THE CH EQUATION A97 3. Nmerical reslts. In tis section we provide some nmerical eamples to illstrate te accracy and capability of or metod. Te midpoint rle is sed as te temporal discretization in most of te nmerical reslts, ecept te accracy test (Eample ) were te fort order Gass Legendre metods are sed. Wit te aid of sccessive mes refinements we ave verified tat, in all cases, te reslts sown are nmerically convergent. Eample (accracy test). (4) (, t) =ce ct, Te peaked traveling wave soltion takes te form were c =.5 is te wave speed. Te domain is set as [ 4, 4], and te accracy is measred in te smoot parts of te soltion, / of te comptational domain away from te peak. We test te P k polynomial approimation on niform meses. Te L errors and te nmerical orders of accracy for k =,, at time t = are reported in Table. Te CFL condition is picked as.. We can clearly see tat te invariant preserving DG metods acieve te optimal convergence rates for P k elements. Te order of accracy is a little oscillating arond te optimal rate. Tis oscillating beavior of nmerical accracy is commonly observed for energy conserving metods, and a least sqare fitting of te order as been done in [6] and give te optimal convergence rate of. In [6], careflly cosen nmerical initial conditions are employed and optimal convergence rates are clearly observed tere, wic sows tat te energy conserving metod is more sensitive to te error in te initial conditions. Table Accracy test of DG metod for te CH eqation wit te eact soltion (4). Te periodic bondary condition, c =.5, niform meses wit N cells at time t =. P N L error Order N L error Order N L error Order.59e-3 -.9e e e e e e e e e e e e e e-3.9 P 4.6e e e e e e e e e e e e-3.9 P 4.3e e e e e e e e-3-3.7e e e e-4.94 In te net for eamples, te initial data will be generated from te following profiles: 8 >< c i cos(a/) cos( i), i applea/, i() = >: c i cos(a/) cos(a ( i)), i >a/, wit c i, i and a to be frter specified. Eample (peakon soltion). In tis eample, we present te wave propagation of a single peak soltion. Te initial condition is given by () = (),

10 A98 HAILIANG LIU AND YULONG XING wit te parameters c =, a = 3, and = 5. We set te comptational domain as [,a]. Te soltion profile at time t =, 5,, and are plotted in Figre. Te lack of smootness at te peak of peakons introdces ig-freqency dispersive errors into te calclation, wic will case nmerical oscillation near te peak. To resolve it, we se te P 4 polynomial wit cells Fig.. Eample, peakon interaction: Te soltion at time T =5,, 5, and. In Figre, we also provide te comparison of te conservative metods, compared wit te energy dissipative LDG metods introdced by X and S [7] and te eact soltions. We can see a smaller pase error compared wit te soltions from te energy dissipative metods. Te performance of conservative metods is epected to be better tan dissipative metods for long time simlations, as observed for te DP eqation in []. However, for te CH eqation te improvement in terms of te pase error is not as good as tat for te DP eqation. Tis obvios pase error between te nmerical soltion and te eact soltion is also observed in [] wen sing te invariant preserving finite di erence metod. Eample 3 (two-peakon interaction). In tis eample, we consider te twopeakon interaction of te CH eqation wit te initial condition () = +. wit c =, c =, = 5, = 5, and a = 3. We set te comptational domain

11 DG METHOD FOR THE CH EQUATION A99.. Conservative Dissipative Eact Conservative Dissipative Eact Conservative Dissipative Eact Conservative Dissipative Eact Conservative Dissipative Eact Conservative Dissipative Eact Fig.. Eample, Peakon interaction: Te comparison of nmerical soltions of energy conservative and energy dissipative DG metods at time T =,, 5, 5, 74, and. as [,a]. Te soltion profile at time t = 5,,, and 8 are plotted in Figre 3. We se te P 4 polynomial wit 3 cells to resolve te peakon. Eample 4 (tree-peakon interaction). In tis eample, we consider te treepeakon interaction of te CH eqation wit te initial condition () = wit c =, c =, c 3 =.8, = 5, = 3, 3 =, and a = 3. We set te comptational domain as [,a]. Te soltion profile at time t =,, 3, 4, and 6 are plotted in Figre 4. Again, we se te P 4 polynomial wit 3 cells to resolve te peakon.

12 A93 HAILIANG LIU AND YULONG XING Fig. 3. Eample 3, two-peakon interaction: Te soltion at time T =5,,, and8. Eample 5 (peakon-antipeakon interaction). In tis eample, we consider te interaction of peakon and antipeakon soltions of CH eqation, wit te initial condition given by () = +. wit c =, c =, = 7.5, =7.5, and a = 3. We set te comptational domain as [,a]. Since tese two peakon soltions ave te same magnitde bt wit opposite signs, te total momentm will remain zero, wic is observed nmerically dring te simlations. Te soltion profile at time t =, 4, 6, 7, 8, and are plotted in Figre 5. We se te P 4 polynomial wit 3 cells to resolve te peakon. Eample 6 (nonpeakon soltion). Te initial data fnction contains a discontinos derivative: () = (3 + ). We set te comptational domain as [ 3, 3]. Te soltion profile at time t =, 5,, and are plotted in Figre 6. In tis eample, we se te P polynomial wit 6 cells for te simlation. 4. Conclsions. We ave developed an invariant preserving DG sceme for te Camassa Holm eqation arising in te contet of sallow water wave teory. Te flly discrete sceme is sown to preserve bot te momentm and total energy of te system. Tese ensre tat te nmerical soltion provides a good long time

13 DG METHOD FOR THE CH EQUATION A Fig. 4. Eample 4, tree-peakon interaction: Te soltion at time T =,,, 3, 4, and6. beavior, ts revealing te desired dispersal wave pattern of te nderlying eqation. Nmerical eamples are presented to illstrate bot te accracy and e ciency in simlating te CH eqation. One ftre work is to investigate ways to frter redce

14 A93 HAILIANG LIU AND YULONG XING Fig. 5. Eample 5, peakon-antipeakon interaction: Te soltion at time T =, 4, 6, 7, 8, and. te pase error in long time simlations, and nderstand te di erent beaviors of invariant preserving DG metods for te CH and DP eqations.

15 DG METHOD FOR THE CH EQUATION A Fig. 6. Eample 6, soltion wit a discontinos derivative: Te soltion at time T =, 5,, and. Acknowledgment. Te second ator is gratefl to Yan X for providing te DG code in te paper [7]. REFERENCES [] D. Appelö and T. Hagstrom, A new discontinos Galerkin formlation for wave eqations in second order form, SIAM J. Nmer. Anal. 53 (5), pp , doi:.37/ [] A. Bressan, G. Cen and Q.-T. ang, Uniqeness of conservative soltions to te Camassa Holm eqation via caracteristics, DiscreteContin.Dyn.Syst.,35(5),pp.5 4. [3] J. L. Bona, H. Cen, O. Karakasian, and Y. Xing, Conservative discontinos Galerkin metods for te Generalized Korteweg de Vries eqation, Mat. Comp., 8 (3), pp [4] R. Camassa and D. D. Holm, An integrable sallow water eqation wit peaked solitons, Pys. Rev. Lett., 7 (993), pp [5] R. Camassa, D. D. Holm, and J. M. Hyman, A new integrable sallow water eqation, Adv. Appl. Mec., 3 (994), pp. 33. [6] C.-S. Co, C.-W. S, and Y. Xing, Optimal energy conserving local discontinos Galerkin metods for second-order wave eqation in eterogeneos media, J.Compt.Pys.,7 (4), pp [7] B. Cockbrn, G. Karniadakis, and C.-W. S, Te development of discontinos Galerkin metods, DiscontinosGalerkinMetods: Teory,ComptationandApplications,Lect. Notes Compt. Sci. Eng., Springer, Berlin,, pp. 3 5.

16 A934 HAILIANG LIU AND YULONG XING [8] G. Coclite and K. Karlsen, On te well-posedness of te Degasperis Procesi eqation, J. Fnct. Anal., 33 (6), pp [9] G. Coclite and K. Karlsen, On te niqeness of discontinos soltions to te Degasperis Procesi eqation, J.Di erentialeqations,34(7),pp.4 6. [] A. Constantin and D. Lannes, Te ydrodynamical relevance of te Camassa Holm and Degasperis Procesi eqations, Arc.Ration.Mec.Anal.,9(9),pp [] A. Degasperis, D. Holm, and A. Hone, A new integrable eqation wit peakon soltions, Teoret. and Mat. Pys., 33 (), pp [] K. Dekker and J. G. Verwer, Stability of Rnge-Ktta Metods for sti nonlinear di erential eqations, Nort Holland,Amsterdam,984. [3] B. Fcssteiner and A. S. Fokas, Symplectic strctres, teir bäcklnd transformations and ereditary symmetries, Pys.D,4(98),pp [4] M. J. Grote, A. Scneebeli, and D. Scötza, Discontinos Galerkin finite element metod for te wave eqation, SIAM J. Nmer. Anal., 44 (6), pp , doi:.37/56394x. [5] T. G. Ha and H. Li, On traveling wave soltions of te -eqation of dispersive type, J. Mat. Anal. Appl., 4 (5), pp [6] D. D. Holm and M. F. Staley, Wave strctre and nonlinear balances in a family of evoltionary PDEs, SIAM J. Appl. Dyn. Syst., (3), pp , doi:.37/ S4943. [7] R. S. Jonson, Camassa Holm, Korteweg de Vries and related models for water waves, J. Flid Mec., 455 (), pp [8] J. Lenells, Traveling wave soltions of te Degasperis Procesi eqation, J. Mat. Anal. Appl., 36 (5), pp [9] H. Li, Wave breaking in a class of nonlocal dispersive wave eqations, J. NonlinearMat. Pys., 3 (6), pp [] H. Li, On discreteness of te Hopf eqation, ActaMat. Appl. Sin. Engl. Ser., 4(8), pp [] H. Li, Y.-Q. Hang, and N.-Y. Yi, A direct discontinos Galerkin metod for te Degasperis Procesi eqation, MetodsAppl.Anal.,(4),pp [] H. Li and T. Pendleton, On invariant-preserving finite di erence scemes for te Camassa Holm eqation, Commn.Compt.Pys.,9(6),pp.5 4. [3] H. Li and. Yin, Global reglarity, and wave breaking penomena in a class of nonlocal dispersive eqations, Contemp.Mat.56,AMS,Providence,RI,,pp [4] H. Lndmark, Formation and dynamics of sock waves in te Degasperis-Procesi eqation, J. Nonlinear Sci., 7 (7), pp [5] B. Riviere and M. F. Weeler, Discontinos finite element metods for acostic and elastic wave problems, Contemp.Mat.39,AMS,Providence,RI,3,pp.7 8. [6] Y. Xing, C.-S. Co, and C.-W. S, Energy conserving local discontinos Galerkin metods for wave propagation problems, InverseProbl.Imaging,7(3),pp [7] Y. X and C.-W. S, A local discontinos Galerkin metod for te Camassa Holm eqation, SIAM J. Nmer. Anal., 46 (8), pp. 998, doi:.37/ [8] Y. X and C.-W. S, Local discontinos Galerkin metods for ig-order time-dependent partial di erential eqations, Commn.Compt.Pys.,7(),pp. 46. [9] N.-Y. Yi, Y.-Q. Hang, and H. Li, A direct discontinos Galerkin metod for te generalized Korteweg de Vries eqation: Energy conservation and bondary e ect, J.Compt. Pys., 4 (3), pp

Suyeon Shin* and Woonjae Hwang**

Suyeon Shin* and Woonjae Hwang** JOURNAL OF THE CHUNGCHEONG MATHEMATICAL SOCIETY Volme 5, No. 3, Agst THE NUMERICAL SOLUTION OF SHALLOW WATER EQUATION BY MOVING MESH METHODS Syeon Sin* and Woonjae Hwang** Abstract. Tis paper presents

More information

On the scaling of entropy viscosity in high order methods

On the scaling of entropy viscosity in high order methods On te scaling of entropy viscosity in ig order metods Adeline Kornels and Daniel Appelö Abstract In tis work, we otline te entropy viscosity metod and discss ow te coice of scaling inflences te size of

More information

New Fourth Order Explicit Group Method in the Solution of the Helmholtz Equation Norhashidah Hj. Mohd Ali, Teng Wai Ping

New Fourth Order Explicit Group Method in the Solution of the Helmholtz Equation Norhashidah Hj. Mohd Ali, Teng Wai Ping World Academy of Science, Engineering and Tecnology International Jornal of Matematical and Comptational Sciences Vol:9, No:, 05 New Fort Order Eplicit Grop Metod in te Soltion of te elmoltz Eqation Norasida.

More information

Analytic Solution of Fuzzy Second Order Differential Equations under H-Derivation

Analytic Solution of Fuzzy Second Order Differential Equations under H-Derivation Teory of Approximation and Applications Vol. 11, No. 1, (016), 99-115 Analytic Soltion of Fzzy Second Order Differential Eqations nder H-Derivation Lale Hoosangian a, a Department of Matematics, Dezfl

More information

Discontinuous Fluctuation Distribution for Time-Dependent Problems

Discontinuous Fluctuation Distribution for Time-Dependent Problems Discontinos Flctation Distribtion for Time-Dependent Problems Matthew Hbbard School of Compting, University of Leeds, Leeds, LS2 9JT, UK meh@comp.leeds.ac.k Introdction For some years now, the flctation

More information

A sixth-order dual preserving algorithm for the Camassa-Holm equation

A sixth-order dual preserving algorithm for the Camassa-Holm equation A sith-order dal preserving algorithm for the Camassa-Holm eqation Pao-Hsing Chi Long Lee Tony W. H. She November 6, 29 Abstract The paper presents a sith-order nmerical algorithm for stdying the completely

More information

Numerical methods for the generalized Fisher Kolmogorov Petrovskii Piskunov equation

Numerical methods for the generalized Fisher Kolmogorov Petrovskii Piskunov equation Applied Nmerical Matematics 57 7 89 1 www.elsevier.com/locate/apnm Nmerical metods for te generalized Fiser Kolmogorov Petrovskii Pisknov eqation J.R. Branco a,j.a.ferreira b,, P. de Oliveira b a Departamento

More information

A local discontinuous Galerkin method for the Camassa-Holm equation

A local discontinuous Galerkin method for the Camassa-Holm equation A local discontinos Galerkin method for the Camassa-Holm eqation Yan X and Chi-Wang Sh Janary, 7 Abstract In this paper, we develop, analyze and test a local discontinos Galerkin (LDG) method for solving

More information

A WAVE DISPERSION MODEL FOR HEALTH MONITORING OF PLATES WITH PIEZOELECTRIC COUPLING IN AEROSPACE APPLICATIONS

A WAVE DISPERSION MODEL FOR HEALTH MONITORING OF PLATES WITH PIEZOELECTRIC COUPLING IN AEROSPACE APPLICATIONS 4t Middle East NDT Conference and Eibition Kingdom of Barain Dec 007 A WAVE DISPERSION MODEL FOR HEALTH MONITORING OF PLATES WITH PIEZOELECTRIC COUPLING IN AEROSPACE APPLICATIONS Amed Z. El-Garni and Wael

More information

Discrete Energy Laws for the First-Order System Least-Squares Finite-Element Approach

Discrete Energy Laws for the First-Order System Least-Squares Finite-Element Approach Discrete Energy Laws for te First-Order System Least-Sqares Finite-Element Approac J. H. Adler (B),I.Lask, S. P. MacLaclan, and L. T. Zikatanov 3 Department of Matematics, Tfts University, Medford, MA

More information

Finite Volume Methods for Conservation laws

Finite Volume Methods for Conservation laws MATH-459 Nmerical Metods for Conservation Laws by Prof. Jan S. Hestaven Soltion proposal to Project : Finite Volme Metods for Conservation laws Qestion. (a) See Matlab/Octave code attaced. (b) Large amont

More information

Active Flux Schemes for Advection Diffusion

Active Flux Schemes for Advection Diffusion AIAA Aviation - Jne, Dallas, TX nd AIAA Comptational Flid Dynamics Conference AIAA - Active Fl Schemes for Advection Diffsion Hiroaki Nishikawa National Institte of Aerospace, Hampton, VA 3, USA Downloaded

More information

Introdction In this paper we develop a local discontinos Galerkin method for solving KdV type eqations containing third derivative terms in one and ml

Introdction In this paper we develop a local discontinos Galerkin method for solving KdV type eqations containing third derivative terms in one and ml A Local Discontinos Galerkin Method for KdV Type Eqations Je Yan and Chi-Wang Sh 3 Division of Applied Mathematics Brown University Providence, Rhode Island 09 ABSTRACT In this paper we develop a local

More information

arxiv: v1 [physics.flu-dyn] 4 Sep 2013

arxiv: v1 [physics.flu-dyn] 4 Sep 2013 THE THREE-DIMENSIONAL JUMP CONDITIONS FOR THE STOKES EQUATIONS WITH DISCONTINUOUS VISCOSITY, SINGULAR FORCES, AND AN INCOMPRESSIBLE INTERFACE PRERNA GERA AND DAVID SALAC arxiv:1309.1728v1 physics.fl-dyn]

More information

BLOOM S TAXONOMY. Following Bloom s Taxonomy to Assess Students

BLOOM S TAXONOMY. Following Bloom s Taxonomy to Assess Students BLOOM S TAXONOMY Topic Following Bloom s Taonomy to Assess Stdents Smmary A handot for stdents to eplain Bloom s taonomy that is sed for item writing and test constrction to test stdents to see if they

More information

Adjoint-Based Sensitivity Analysis for Computational Fluid Dynamics

Adjoint-Based Sensitivity Analysis for Computational Fluid Dynamics Adjoint-Based Sensitivity Analysis for Comptational Flid Dynamics Dimitri J. Mavriplis Department of Mecanical Engineering niversity of Wyoming Laramie, WY Motivation Comptational flid dynamics analysis

More information

HIGH-ORDER ACCURATE SPECTRAL DIFFERENCE METHOD FOR SHALLOW WATER EQUATIONS

HIGH-ORDER ACCURATE SPECTRAL DIFFERENCE METHOD FOR SHALLOW WATER EQUATIONS IJRRAS 6 Janary www.arpapress.com/volmes/vol6isse/ijrras_6 5.pdf HIGH-ORDER ACCURATE SPECTRAL DIFFERENCE METHOD FOR SHALLOW WATER EUATIONS Omer San,* & Krsat Kara Department of Engineering Science and

More information

The WENO method. Solution proposal to Project 2: MATH-459 Numerical Methods for Conservation Laws by Prof. Jan S. Hesthaven

The WENO method. Solution proposal to Project 2: MATH-459 Numerical Methods for Conservation Laws by Prof. Jan S. Hesthaven MATH-459 Nmerical Metods for Conservation Laws by Prof. Jan S. Hestaven Soltion proposal to Project : Te WENO metod Qestion. (a) See SHU 998. (b) In te ENO metod for reconstrction of cell bondaries we

More information

für Mathematik in den Naturwissenschaften Leipzig

für Mathematik in den Naturwissenschaften Leipzig Ma-Planck-Institt für Mathematik in den Natrwissenschaften Leipzig Nmerical simlation of generalized KP type eqations with small dispersion by Christian Klein, and Christof Sparber Preprint no.: 2 26 NUMERICAL

More information

Bäcklund transformation, multiple wave solutions and lump solutions to a (3 + 1)-dimensional nonlinear evolution equation

Bäcklund transformation, multiple wave solutions and lump solutions to a (3 + 1)-dimensional nonlinear evolution equation Nonlinear Dyn 7 89:33 4 DOI.7/s7-7-38-3 ORIGINAL PAPER Bäcklnd transformation, mltiple wave soltions and lmp soltions to a 3 + -dimensional nonlinear evoltion eqation Li-Na Gao Yao-Yao Zi Y-Hang Yin Wen-Xi

More information

Chapter 2 Difficulties associated with corners

Chapter 2 Difficulties associated with corners Chapter Difficlties associated with corners This chapter is aimed at resolving the problems revealed in Chapter, which are cased b corners and/or discontinos bondar conditions. The first section introdces

More information

Research Article Some New Parallel Flows in Weakly Conducting Fluids with an Exponentially Decaying Lorentz Force

Research Article Some New Parallel Flows in Weakly Conducting Fluids with an Exponentially Decaying Lorentz Force Hindawi Pblising Corporation Matematical Problems in Engineering Volme 2007, Article ID 8784, 4 pages doi:0.55/2007/8784 Researc Article Some New Parallel Flows in Weakly Condcting Flids wit an Exponentially

More information

Symmetry Labeling of Molecular Energies

Symmetry Labeling of Molecular Energies Capter 7. Symmetry Labeling of Molecular Energies Notes: Most of te material presented in tis capter is taken from Bunker and Jensen 1998, Cap. 6, and Bunker and Jensen 2005, Cap. 7. 7.1 Hamiltonian Symmetry

More information

Application of the Modified Log-Wake Law in Open-Channels

Application of the Modified Log-Wake Law in Open-Channels Jornal of Applied Flid Mecanics, Vol., No. 2, pp. 7-2, 28. Available online at www.jafmonline.net, ISSN 75-645. Application of te Modified Log-Wake Law in Open-Cannels Jnke Go and Pierre Y. Jlien 2 Department

More information

Axisymmetric Buckling Analysis of Porous Truncated Conical Shell Subjected to Axial Load

Axisymmetric Buckling Analysis of Porous Truncated Conical Shell Subjected to Axial Load Jornal of Solid Mecanics Vol. 9 No. (7) pp. 8-5 Aisymmetric Bcling Analysis of Poros Trncated Conical Sell Sbjected to Aial Load M. Zargami Deagani M.Jabbari * Department of Mecanical Engineering Sot Teran

More information

HKBU Institutional Repository

HKBU Institutional Repository Hong Kong Baptist University HKBU Instittional Repository HKBU Staff Pblication 17 Pitfall in Free-Energy Simlations on Simplest Systems Kin Yi WOG Hong Kong Baptist University, wongky@kb.ed.k Yqing X

More information

Second-Order Wave Equation

Second-Order Wave Equation Second-Order Wave Eqation A. Salih Department of Aerospace Engineering Indian Institte of Space Science and Technology, Thirvananthapram 3 December 016 1 Introdction The classical wave eqation is a second-order

More information

ERROR BOUNDS FOR THE METHODS OF GLIMM, GODUNOV AND LEVEQUE BRADLEY J. LUCIER*

ERROR BOUNDS FOR THE METHODS OF GLIMM, GODUNOV AND LEVEQUE BRADLEY J. LUCIER* EO BOUNDS FO THE METHODS OF GLIMM, GODUNOV AND LEVEQUE BADLEY J. LUCIE* Abstract. Te expected error in L ) attimet for Glimm s sceme wen applied to a scalar conservation law is bounded by + 2 ) ) /2 T

More information

Parameter Fitted Scheme for Singularly Perturbed Delay Differential Equations

Parameter Fitted Scheme for Singularly Perturbed Delay Differential Equations International Journal of Applied Science and Engineering 2013. 11, 4: 361-373 Parameter Fitted Sceme for Singularly Perturbed Delay Differential Equations Awoke Andargiea* and Y. N. Reddyb a b Department

More information

Jian-Guo Liu 1 and Chi-Wang Shu 2

Jian-Guo Liu 1 and Chi-Wang Shu 2 Journal of Computational Pysics 60, 577 596 (000) doi:0.006/jcp.000.6475, available online at ttp://www.idealibrary.com on Jian-Guo Liu and Ci-Wang Su Institute for Pysical Science and Tecnology and Department

More information

arxiv: v1 [math.na] 2 Jan 2018

arxiv: v1 [math.na] 2 Jan 2018 Linear iterative scemes for dobly degenerate parabolic eqations Jakb Wiktor Bot 1, Kndan Kmar 1, Jan Martin Nordbotten 1,2, Ili Sorin Pop 3,1, and Florin Adrian Rad 1 arxiv:1801.00846v1 [mat.na] 2 Jan

More information

TIME ACCURATE FAST THREE-STEP WAVELET-GALERKIN METHOD FOR PARTIAL DIFFERENTIAL EQUATIONS

TIME ACCURATE FAST THREE-STEP WAVELET-GALERKIN METHOD FOR PARTIAL DIFFERENTIAL EQUATIONS International Jornal of Wavelets, Mltiresoltion and Information Processing Vol. 4, No. (26) 65 79 c World Scientific Pblishing Company TIME ACCURATE FAST THREE-STEP WAVELET-GALERKIN METHOD FOR PARTIAL

More information

1. Introduction. We consider the model problem: seeking an unknown function u satisfying

1. Introduction. We consider the model problem: seeking an unknown function u satisfying A DISCONTINUOUS LEAST-SQUARES FINITE ELEMENT METHOD FOR SECOND ORDER ELLIPTIC EQUATIONS XIU YE AND SHANGYOU ZHANG Abstract In tis paper, a discontinuous least-squares (DLS) finite element metod is introduced

More information

Journal of Computational and Applied Mathematics

Journal of Computational and Applied Mathematics Journal of Computational and Applied Matematics 94 (6) 75 96 Contents lists available at ScienceDirect Journal of Computational and Applied Matematics journal omepage: www.elsevier.com/locate/cam Smootness-Increasing

More information

Elasto-Plastic EFGM Analysis of an Edge Crack

Elasto-Plastic EFGM Analysis of an Edge Crack Proceedings of te World Congress on Engineering 9 Vol WCE 9, Jly - 3, 9, London, U.. Elasto-Plastic EFGM Analysis of an Edge Crack B Aswani mar, V Sing, and V H Saran Abstract-n tis aer, elasto-lastic

More information

The Scalar Conservation Law

The Scalar Conservation Law The Scalar Conservation Law t + f() = 0 = conserved qantity, f() =fl d dt Z b a (t, ) d = Z b a t (t, ) d = Z b a f (t, ) d = f (t, a) f (t, b) = [inflow at a] [otflow at b] f((a)) f((b)) a b Alberto Bressan

More information

Lewis number and curvature effects on sound generation by premixed flame annihilation

Lewis number and curvature effects on sound generation by premixed flame annihilation Center for Trblence Research Proceedings of the Smmer Program 2 28 Lewis nmber and crvatre effects on sond generation by premixed flame annihilation By M. Talei, M. J. Brear AND E. R. Hawkes A nmerical

More information

HESSIAN RECOVERY FOR FINITE ELEMENT METHODS

HESSIAN RECOVERY FOR FINITE ELEMENT METHODS MATHEMATICS OF COMPUTATION Volme 86, Nmber 306, Jly 207, Pages 67 692 ttp://dx.doi.org/0.090/mcom/386 Article electronically pblised on September 27, 206 HESSIAN RECOVERY FOR FINITE ELEMENT METHODS HAILONG

More information

Hyperbolic Method for Dispersive PDEs: Same High- Order of Accuracy for Solution, Gradient, and Hessian

Hyperbolic Method for Dispersive PDEs: Same High- Order of Accuracy for Solution, Gradient, and Hessian AIAA Aviation 3-7 Jne 6, Washington, D.C. 46th AIAA Flid Dynamics Conference AIAA 6-397 Hyperbolic Method for Dispersive PDEs: Same High- Order of Accracy for, Gradient, and Hessian Downloaded by NASA

More information

ON THE PERFORMANCE OF LOW

ON THE PERFORMANCE OF LOW Monografías Matemáticas García de Galdeano, 77 86 (6) ON THE PERFORMANCE OF LOW STORAGE ADDITIVE RUNGE-KUTTA METHODS Inmaclada Higeras and Teo Roldán Abstract. Gien a differential system that inoles terms

More information

FREQUENCY DOMAIN FLUTTER SOLUTION TECHNIQUE USING COMPLEX MU-ANALYSIS

FREQUENCY DOMAIN FLUTTER SOLUTION TECHNIQUE USING COMPLEX MU-ANALYSIS 7 TH INTERNATIONAL CONGRESS O THE AERONAUTICAL SCIENCES REQUENCY DOMAIN LUTTER SOLUTION TECHNIQUE USING COMPLEX MU-ANALYSIS Yingsong G, Zhichn Yang Northwestern Polytechnical University, Xi an, P. R. China,

More information

A Finite Element Formulation for Analysis of Functionally Graded Plates and Shells

A Finite Element Formulation for Analysis of Functionally Graded Plates and Shells J Basic ppl Sci es 96- Textoad Pblication SS 9-X Jornal of Basic and pplied Scientific esearc wwwtextroadcom Finite lement Formlation for nalysis of Fnctionally Graded Plates and Sells oammad Setare and

More information

Math 4A03: Practice problems on Multivariable Calculus

Math 4A03: Practice problems on Multivariable Calculus Mat 4A0: Practice problems on Mltiariable Calcls Problem Consider te mapping f, ) : R R defined by fx, y) e y + x, e x y) x, y) R a) Is it possible to express x, y) as a differentiable fnction of, ) near

More information

A Survey of the Implementation of Numerical Schemes for Linear Advection Equation

A Survey of the Implementation of Numerical Schemes for Linear Advection Equation Advances in Pre Mathematics, 4, 4, 467-479 Pblished Online Agst 4 in SciRes. http://www.scirp.org/jornal/apm http://dx.doi.org/.436/apm.4.485 A Srvey of the Implementation of Nmerical Schemes for Linear

More information

Arbitrary order exactly divergence-free central discontinuous Galerkin methods for ideal MHD equations

Arbitrary order exactly divergence-free central discontinuous Galerkin methods for ideal MHD equations Arbitrary order exactly divergence-free central discontinuous Galerkin metods for ideal MHD equations Fengyan Li, Liwei Xu Department of Matematical Sciences, Rensselaer Polytecnic Institute, Troy, NY

More information

Appendix Proof. Proposition 1. According to steady-state demand condition,

Appendix Proof. Proposition 1. According to steady-state demand condition, Appendix roof. roposition. Accordin to steady-state demand condition, D =A f ss θ,a; D α α f ss,a; D α α θ. A,weref ss θ e,a; D is te steady-state measre of plants wit ae a and te expected idiosyncratic

More information

PREDICTIVE CONTROL OF A PROCESS WITH VARIABLE DEAD-TIME. Smaranda Cristea*, César de Prada*, Robin de Keyser**

PREDICTIVE CONTROL OF A PROCESS WITH VARIABLE DEAD-TIME. Smaranda Cristea*, César de Prada*, Robin de Keyser** PREDICIVE CONROL OF A PROCESS WIH VARIABLE DEAD-IME Smaranda Cristea, César de Prada, Robin de Keyser Department of Systems Engineering and Atomatic Control Faclty of Sciences, c/ Real de Brgos, s/n, University

More information

Computational Geosciences 2 (1998) 1, 23-36

Computational Geosciences 2 (1998) 1, 23-36 A STUDY OF THE MODELLING ERROR IN TWO OPERATOR SPLITTING ALGORITHMS FOR POROUS MEDIA FLOW K. BRUSDAL, H. K. DAHLE, K. HVISTENDAHL KARLSEN, T. MANNSETH Comptational Geosciences 2 (998), 23-36 Abstract.

More information

On peaked solitary waves of the Degasperis-Procesi equation

On peaked solitary waves of the Degasperis-Procesi equation . Article. Special Topic: Flid Mechanics SCIENCE CHINA Physics, Mechanics & Astronomy Febrary 213 Vol. 56 No. 2: 418 422 doi: 1.17/s11433-13-4993-9 On peaked solitary waves of the Degasperis-Procesi eqation

More information

Analysis of a multiphysics finite element method for a poroelasticity model

Analysis of a multiphysics finite element method for a poroelasticity model IMA Jornal of Nmerical Analysis 2018 38, 330 359 doi: 10.1093/imanm/drx003 Advance Access pblication on Marc 22, 2017 Analysis of a mltipysics finite element metod for a poroelasticity model Xiaobing Feng

More information

The spreading residue harmonic balance method for nonlinear vibration of an electrostatically actuated microbeam

The spreading residue harmonic balance method for nonlinear vibration of an electrostatically actuated microbeam J.L. Pan W.Y. Zh Nonlinear Sci. Lett. Vol.8 No. pp.- September The spreading reside harmonic balance method for nonlinear vibration of an electrostatically actated microbeam J. L. Pan W. Y. Zh * College

More information

A Macroscopic Traffic Data Assimilation Framework Based on Fourier-Galerkin Method and Minimax Estimation

A Macroscopic Traffic Data Assimilation Framework Based on Fourier-Galerkin Method and Minimax Estimation A Macroscopic Traffic Data Assimilation Framework Based on Forier-Galerkin Method and Minima Estimation Tigran T. Tchrakian and Sergiy Zhk Abstract In this paper, we propose a new framework for macroscopic

More information

Curves - Foundation of Free-form Surfaces

Curves - Foundation of Free-form Surfaces Crves - Fondation of Free-form Srfaces Why Not Simply Use a Point Matrix to Represent a Crve? Storage isse and limited resoltion Comptation and transformation Difficlties in calclating the intersections

More information

Analysis of Enthalpy Approximation for Compressed Liquid Water

Analysis of Enthalpy Approximation for Compressed Liquid Water Analysis of Entalpy Approximation for Compressed Liqid Water Milioje M. Kostic e-mail: kostic@ni.ed Nortern Illinois Uniersity, DeKalb, IL 60115-2854 It is cstom to approximate solid and liqid termodynamic

More information

EVALUATION OF GROUND STRAIN FROM IN SITU DYNAMIC RESPONSE

EVALUATION OF GROUND STRAIN FROM IN SITU DYNAMIC RESPONSE 13 th World Conference on Earthqake Engineering Vancover, B.C., Canada Agst 1-6, 2004 Paper No. 3099 EVALUATION OF GROUND STRAIN FROM IN SITU DYNAMIC RESPONSE Ellen M. RATHJE 1, Wen-Jong CHANG 2, Kenneth

More information

Numerical Study on Bouncing and Separation Collision Between Two Droplets Considering the Collision-Induced Breakup

Numerical Study on Bouncing and Separation Collision Between Two Droplets Considering the Collision-Induced Breakup Jornal of Mechanical Science and Technology (007) 585~59 Jornal of Mechanical Science and Technology Nmerical Stdy on Boncing and Separation Collision Between Two Droplets Considering the Collision-Indced

More information

Evaluation of the Fiberglass-Reinforced Plastics Interfacial Behavior by using Ultrasonic Wave Propagation Method

Evaluation of the Fiberglass-Reinforced Plastics Interfacial Behavior by using Ultrasonic Wave Propagation Method 17th World Conference on Nondestrctive Testing, 5-8 Oct 008, Shanghai, China Evalation of the Fiberglass-Reinforced Plastics Interfacial Behavior by sing Ultrasonic Wave Propagation Method Jnjie CHANG

More information

The Dual of the Maximum Likelihood Method

The Dual of the Maximum Likelihood Method Department of Agricltral and Resorce Economics University of California, Davis The Dal of the Maximm Likelihood Method by Qirino Paris Working Paper No. 12-002 2012 Copyright @ 2012 by Qirino Paris All

More information

Affine Invariant Total Variation Models

Affine Invariant Total Variation Models Affine Invariant Total Variation Models Helen Balinsky, Alexander Balinsky Media Technologies aboratory HP aboratories Bristol HP-7-94 Jne 6, 7* Total Variation, affine restoration, Sobolev ineqality,

More information

Implicit-explicit variational integration of highly oscillatory problems

Implicit-explicit variational integration of highly oscillatory problems Implicit-explicit variational integration of igly oscillatory problems Ari Stern Structured Integrators Worksop April 9, 9 Stern, A., and E. Grinspun. Multiscale Model. Simul., to appear. arxiv:88.39 [mat.na].

More information

Derivatives of Exponentials

Derivatives of Exponentials mat 0 more on derivatives: day 0 Derivatives of Eponentials Recall tat DEFINITION... An eponential function as te form f () =a, were te base is a real number a > 0. Te domain of an eponential function

More information

Pulses on a Struck String

Pulses on a Struck String 8.03 at ESG Spplemental Notes Plses on a Strck String These notes investigate specific eamples of transverse motion on a stretched string in cases where the string is at some time ndisplaced, bt with a

More information

Homotopy Perturbation Method for Solving Linear Boundary Value Problems

Homotopy Perturbation Method for Solving Linear Boundary Value Problems International Jornal of Crrent Engineering and Technolog E-ISSN 2277 4106, P-ISSN 2347 5161 2016 INPRESSCO, All Rights Reserved Available at http://inpressco.com/categor/ijcet Research Article Homotop

More information

Computers and Mathematics with Applications. A nonlinear weighted least-squares finite element method for Stokes equations

Computers and Mathematics with Applications. A nonlinear weighted least-squares finite element method for Stokes equations Computers Matematics wit Applications 59 () 5 4 Contents lists available at ScienceDirect Computers Matematics wit Applications journal omepage: www.elsevier.com/locate/camwa A nonlinear weigted least-squares

More information

Continuity and Differentiability Worksheet

Continuity and Differentiability Worksheet Continuity and Differentiability Workseet (Be sure tat you can also do te grapical eercises from te tet- Tese were not included below! Typical problems are like problems -3, p. 6; -3, p. 7; 33-34, p. 7;

More information

Fourier Type Super Convergence Study on DDGIC and Symmetric DDG Methods

Fourier Type Super Convergence Study on DDGIC and Symmetric DDG Methods DOI 0.007/s095-07-048- Fourier Type Super Convergence Study on DDGIC and Symmetric DDG Metods Mengping Zang Jue Yan Received: 7 December 06 / Revised: 7 April 07 / Accepted: April 07 Springer Science+Business

More information

Error estimation and adjoint based refinement for an adjoint consistent DG discretisation of the compressible Euler equations

Error estimation and adjoint based refinement for an adjoint consistent DG discretisation of the compressible Euler equations Int. J. Comting Science and Matematics, Vol., Nos. /3/4, 007 07 Error estimation and adjoint based refinement for an adjoint consistent DG discretisation of te comressible Eler eqations R. Hartmann Institte

More information

The Verlet Algorithm for Molecular Dynamics Simulations

The Verlet Algorithm for Molecular Dynamics Simulations Cemistry 380.37 Fall 2015 Dr. Jean M. Standard November 9, 2015 Te Verlet Algoritm for Molecular Dynamics Simulations Equations of motion For a many-body system consisting of N particles, Newton's classical

More information

A Decomposition Method for Volume Flux. and Average Velocity of Thin Film Flow. of a Third Grade Fluid Down an Inclined Plane

A Decomposition Method for Volume Flux. and Average Velocity of Thin Film Flow. of a Third Grade Fluid Down an Inclined Plane Adv. Theor. Appl. Mech., Vol. 1, 8, no. 1, 9 A Decomposition Method for Volme Flx and Average Velocit of Thin Film Flow of a Third Grade Flid Down an Inclined Plane A. Sadighi, D.D. Ganji,. Sabzehmeidani

More information

A Computational Study with Finite Element Method and Finite Difference Method for 2D Elliptic Partial Differential Equations

A Computational Study with Finite Element Method and Finite Difference Method for 2D Elliptic Partial Differential Equations Applied Mathematics, 05, 6, 04-4 Pblished Online November 05 in SciRes. http://www.scirp.org/jornal/am http://d.doi.org/0.46/am.05.685 A Comptational Stdy with Finite Element Method and Finite Difference

More information

Badji Mokhtar University, P. O. Box 12, Annaba, Algeria. (Received 27 Februry 2011, accepted 30 May 2011)

Badji Mokhtar University, P. O. Box 12, Annaba, Algeria. (Received 27 Februry 2011, accepted 30 May 2011) ISSN 749-3889 (print), 749-3897 (online) International Jornal of Nonlinear Science Vol.(20) No.4,pp.387-395 Solitary Wave Soltions for a K(m,n,p,q+r) Eqation with Generalized Evoltion Horia Triki, Abdl-Majid

More information

Discontinuous Galerkin Methods for Relativistic Vlasov-Maxwell System

Discontinuous Galerkin Methods for Relativistic Vlasov-Maxwell System Discontinuous Galerkin Metods for Relativistic Vlasov-Maxwell System He Yang and Fengyan Li December 1, 16 Abstract e relativistic Vlasov-Maxwell (RVM) system is a kinetic model tat describes te dynamics

More information

Linear iterative schemes for doubly degenerate parabolic equations

Linear iterative schemes for doubly degenerate parabolic equations Linear iterative scemes for dobly degenerate parabolic eqations Jakb Wiktor Bot, Kndan Kmar, Jan Martin Nordbotten, Ili Sorin Pop and Florin Adrian Rad UHasselt Comptational Matematics Preprint Nr. UP-17-11

More information

Large time-stepping methods for higher order time-dependent evolution. equations. Xiaoliang Xie. A dissertation submitted to the graduate faculty

Large time-stepping methods for higher order time-dependent evolution. equations. Xiaoliang Xie. A dissertation submitted to the graduate faculty Large time-stepping methods for higher order time-dependent evoltion eqations by Xiaoliang Xie A dissertation sbmitted to the gradate faclty in partial flfillment of the reqirements for the degree of DOCTOR

More information

Solving the Lienard equation by differential transform method

Solving the Lienard equation by differential transform method ISSN 1 746-7233, England, U World Jornal of Modelling and Simlation Vol. 8 (2012) No. 2, pp. 142-146 Solving the Lienard eqation by differential transform method Mashallah Matinfar, Saber Rakhshan Bahar,

More information

4. The slope of the line 2x 7y = 8 is (a) 2/7 (b) 7/2 (c) 2 (d) 2/7 (e) None of these.

4. The slope of the line 2x 7y = 8 is (a) 2/7 (b) 7/2 (c) 2 (d) 2/7 (e) None of these. Mat 11. Test Form N Fall 016 Name. Instructions. Te first eleven problems are wort points eac. Te last six problems are wort 5 points eac. For te last six problems, you must use relevant metods of algebra

More information

Higher Derivatives. Differentiable Functions

Higher Derivatives. Differentiable Functions Calculus 1 Lia Vas Higer Derivatives. Differentiable Functions Te second derivative. Te derivative itself can be considered as a function. Te instantaneous rate of cange of tis function is te second derivative.

More information

Lecture Notes: Finite Element Analysis, J.E. Akin, Rice University

Lecture Notes: Finite Element Analysis, J.E. Akin, Rice University 9. TRUSS ANALYSIS... 1 9.1 PLANAR TRUSS... 1 9. SPACE TRUSS... 11 9.3 SUMMARY... 1 9.4 EXERCISES... 15 9. Trss analysis 9.1 Planar trss: The differential eqation for the eqilibrim of an elastic bar (above)

More information

Chapter 3 MATHEMATICAL MODELING OF DYNAMIC SYSTEMS

Chapter 3 MATHEMATICAL MODELING OF DYNAMIC SYSTEMS Chapter 3 MATHEMATICAL MODELING OF DYNAMIC SYSTEMS 3. System Modeling Mathematical Modeling In designing control systems we mst be able to model engineered system dynamics. The model of a dynamic system

More information

Discretization and Solution of Convection-Diffusion Problems. Howard Elman University of Maryland

Discretization and Solution of Convection-Diffusion Problems. Howard Elman University of Maryland Discretization and Soltion of Convection-Diffsion Problems Howard Elman University of Maryland Overview. Te convection-diffsion eqation Introdction and examples. Discretization strategies inite element

More information

Burgers Equation. A. Salih. Department of Aerospace Engineering Indian Institute of Space Science and Technology, Thiruvananthapuram 18 February 2016

Burgers Equation. A. Salih. Department of Aerospace Engineering Indian Institute of Space Science and Technology, Thiruvananthapuram 18 February 2016 Brgers Eqation A. Salih Department of Aerospace Engineering Indian Institte of Space Science and Technology, Thirvananthapram 18 Febrary 216 1 The Brgers Eqation Brgers eqation is obtained as a reslt of

More information

3 2D Elastostatic Problems in Cartesian Coordinates

3 2D Elastostatic Problems in Cartesian Coordinates D lastostatic Problems in Cartesian Coordinates Two dimensional elastostatic problems are discssed in this Chapter, that is, static problems of either plane stress or plane strain. Cartesian coordinates

More information

Setting The K Value And Polarization Mode Of The Delta Undulator

Setting The K Value And Polarization Mode Of The Delta Undulator LCLS-TN-4- Setting The Vale And Polarization Mode Of The Delta Undlator Zachary Wolf, Heinz-Dieter Nhn SLAC September 4, 04 Abstract This note provides the details for setting the longitdinal positions

More information

Online Solution of State Dependent Riccati Equation for Nonlinear System Stabilization

Online Solution of State Dependent Riccati Equation for Nonlinear System Stabilization > REPLACE American HIS Control LINE Conference WIH YOUR PAPER IDENIFICAION NUMBER (DOUBLE-CLICK HERE O EDI) FrC3. Marriott Waterfront, Baltimore, MD, USA Jne 3-Jly, Online Soltion of State Dependent Riccati

More information

Lecture 15. Interpolation II. 2 Piecewise polynomial interpolation Hermite splines

Lecture 15. Interpolation II. 2 Piecewise polynomial interpolation Hermite splines Lecture 5 Interpolation II Introduction In te previous lecture we focused primarily on polynomial interpolation of a set of n points. A difficulty we observed is tat wen n is large, our polynomial as to

More information

Hybrid modelling and model reduction for control & optimisation

Hybrid modelling and model reduction for control & optimisation Hybrid modelling and model redction for control & optimisation based on research done by RWTH-Aachen and TU Delft presented by Johan Grievink Models for control and optimiation market and environmental

More information

Nonlinear parametric optimization using cylindrical algebraic decomposition

Nonlinear parametric optimization using cylindrical algebraic decomposition Proceedings of the 44th IEEE Conference on Decision and Control, and the Eropean Control Conference 2005 Seville, Spain, December 12-15, 2005 TC08.5 Nonlinear parametric optimization sing cylindrical algebraic

More information

Numerical Experiments Using MATLAB: Superconvergence of Nonconforming Finite Element Approximation for Second-Order Elliptic Problems

Numerical Experiments Using MATLAB: Superconvergence of Nonconforming Finite Element Approximation for Second-Order Elliptic Problems Applied Matematics, 06, 7, 74-8 ttp://wwwscirporg/journal/am ISSN Online: 5-7393 ISSN Print: 5-7385 Numerical Experiments Using MATLAB: Superconvergence of Nonconforming Finite Element Approximation for

More information

Math 116 First Midterm October 14, 2009

Math 116 First Midterm October 14, 2009 Math 116 First Midterm October 14, 9 Name: EXAM SOLUTIONS Instrctor: Section: 1. Do not open this exam ntil yo are told to do so.. This exam has 1 pages inclding this cover. There are 9 problems. Note

More information

Preconditioning in H(div) and Applications

Preconditioning in H(div) and Applications 1 Preconditioning in H(div) and Applications Douglas N. Arnold 1, Ricard S. Falk 2 and Ragnar Winter 3 4 Abstract. Summarizing te work of [AFW97], we sow ow to construct preconditioners using domain decomposition

More information

Flexure of Thick Simply Supported Beam Using Trigonometric Shear Deformation Theory

Flexure of Thick Simply Supported Beam Using Trigonometric Shear Deformation Theory International Jornal of Scientific and Research Pblications, Volme, Isse 11, November 1 1 ISSN 5-15 Flere of Thick Simply Spported Beam Using Trigonometric Shear Deformation Theory Ajay G. Dahake *, Dr.

More information

Brazilian Journal of Physics, vol. 29, no. 1, March, Ensemble and their Parameter Dierentiation. A. K. Rajagopal. Naval Research Laboratory,

Brazilian Journal of Physics, vol. 29, no. 1, March, Ensemble and their Parameter Dierentiation. A. K. Rajagopal. Naval Research Laboratory, Brazilian Journal of Pysics, vol. 29, no. 1, Marc, 1999 61 Fractional Powers of Operators of sallis Ensemble and teir Parameter Dierentiation A. K. Rajagopal Naval Researc Laboratory, Wasington D. C. 2375-532,

More information

1 Upwind scheme for advection equation with variable. 2 Modified equations: numerical dissipation and dispersion

1 Upwind scheme for advection equation with variable. 2 Modified equations: numerical dissipation and dispersion 1 Upwind sceme for advection equation wit variable coefficient Consider te equation u t + a(x)u x Applying te upwind sceme, we ave u n 1 = a (un u n 1), a 0 u n 1 = a (un +1 u n ) a < 0. CFL condition

More information

International Journal of Physical and Mathematical Sciences journal homepage:

International Journal of Physical and Mathematical Sciences journal homepage: 64 International Jornal of Physical and Mathematical Sciences Vol 2, No 1 (2011) ISSN: 2010-1791 International Jornal of Physical and Mathematical Sciences jornal homepage: http://icoci.org/ijpms PRELIMINARY

More information

Advances in Water Resources

Advances in Water Resources Advances in Water Resorces () Contents lists available at ScienceDirect Advances in Water Resorces ornal homepage: www.elsevier.com/locate/advwatres Positivity-preserving high order well-balanced discontinos

More information

für Mathematik in den Naturwissenschaften Leipzig

für Mathematik in den Naturwissenschaften Leipzig Ma-Planck-Institt für Mathematik in den Natrwissenschaften Leipzig Nmerical Stdy of Oscillatory Regimes in the Kadomtsev-Petviashvili Eqation by Christian Klein, Peter Markowich, and Christof Sparber Preprint

More information

A Quintic Spline Collocation Method for the Fractional Sub- Diffusion Equation with Variable Coefficients

A Quintic Spline Collocation Method for the Fractional Sub- Diffusion Equation with Variable Coefficients AMSE JOURALS-AMSE IIETA pbliation-07-series: Advanes A; Vol. ; ; pp 0-9 Sbmitted Jan. 07; Revised Mar, 07, Aepted April, 06 A Qinti Spline Colloation Metod for te Frational Sb- Diffsion Eqation wit Variable

More information

Gravity-capillary waves on the free surface of a liquid dielectric in a tangential electric field

Gravity-capillary waves on the free surface of a liquid dielectric in a tangential electric field Gravity-capillary waves on the free srface of a liqid dielectric in a tangential electric field Evgeny A. Kochrin Institte of Electrophysics, Ural Branch of Rssian Academy of Sciences 66, 6 Amndsen str.,

More information

Chapter 2 Limits and Continuity

Chapter 2 Limits and Continuity 4 Section. Capter Limits and Continuity Section. Rates of Cange and Limits (pp. 6) Quick Review.. f () ( ) () 4 0. f () 4( ) 4. f () sin sin 0 4. f (). 4 4 4 6. c c c 7. 8. c d d c d d c d c 9. 8 ( )(

More information

Formal Methods for Deriving Element Equations

Formal Methods for Deriving Element Equations Formal Methods for Deriving Element Eqations And the importance of Shape Fnctions Formal Methods In previos lectres we obtained a bar element s stiffness eqations sing the Direct Method to obtain eact

More information