Anti-diffusive Methods for Hyperbolic Heat Transfer

Size: px
Start display at page:

Download "Anti-diffusive Methods for Hyperbolic Heat Transfer"

Transcription

1 Anti-diffusive Methods for Hperbolic Heat Transfer Wensheng Shen and Leigh Little Department of Computational Science, SUNY Brockport Brockport, NY 44, USA Liangjian Hu Department of Applied Mathematics, Donghua Universit Shanghai 6, P.R. China December 5, 9 Abstract The hperbolic heat transfer equation is a model used to replace the Fourier heat conduction for heat transfer of etremel short time duration or at ver low temperature. Unlike the Fourier heat conduction, in which heat energ is transfered b diffusion, thermal energ is transfered as wave propagation at a finite speed in the hperbolic heat transfer model. Therefore methods accurate for Fourier heat conduction ma not be suitable for hperbolic heat transfer. In this paper, we present two anti-diffusive methods, a second-order TVD-based scheme and a fifth-order WENO-based scheme, to solve the hperbolic heat transfer equation and etend them to two dimension, including a nonlinear application caused b temperaturedependent thermal conductivit. Several numerical eamples are applied to validate the methods. The current solution is compared in one-dimension with the analtical one as well as the one obtained from a high-resolution TVD scheme. Numerical results indicate that the fifthorder anti-diffusive method is more accurate than the high-resolution TVD scheme and the second-order anti-diffusive method in solving the hperbolic heat transfer equation. Ke words: Anti-diffusive method, Hperbolic conservation laws, WENO scheme, Thermal wave, H- Corresponding author. wensheng@csr.uk.edu. URL: shen. llittle@brockport.edu. ljhu@dhu.edu.cn.

2 perbolic heat transfer, Temperature-dependent thermal conductivit Introduction With the development of modern science and technolog, the phenomena of non-fourier heat transfer has been observed in man industrial applications [], such as laser-heating, crogenic engineering and nano-technolog. The Fourier law, which states that heat is transferred b diffusion process alone, cannot account for the transient heat transfer in situations such as etremel short time duration, ver low temperature, and etremel large heat flu. Hence, there has been a growing interest in discovering new heat transfer models [7] as well as appling eisting non- Fourier models to phsical problems [, 3, 4]. Most recent eamples include but not limited to the application of non-fourier heat transfer to stud laser-induced thermal damage in biological tissues with nonhomogeneous inner structures [4], to investigate the critical energ characteristics of cooled composite superconductor [], and to eamine the phsical anomalies during the transient heat transfer process under the dual-phase-lag model [3]. More evidence of non-fourier heat conduction will emerge as scientific discover and manufacturing move to microscopic time and length scales. The hperbolic heat transfer equation is one of the models used to replace the Fourier heat conduction for heat transfer in etreme situations. Under Fourier conduction, the resulting energ equation is a Laplacian equation, which can be solved b standard finite difference, finite volume, or finite element methods. Solutions of higher order accurac in time and space ma also be obtained b higher order temporal and spatial discretization. Unlike Fourier heat conduction, in which heat energ is transfered b diffusion, the hperbolic heat transfer model uses wave propagation at a finite speed to transfer thermal energ. As a result, methods accurate for Fourier heat conduction ma not be suitable for hperbolic heat transfer. Much effort has been taken to find stable and accurate solutions to the hperbolic heat transfer equation. A surve of literature indicates that earl practices [5, 8, ] often encounter fictitious numerical oscillations, consequentl, sharp propagation fronts and reflective boundaries cannot be represented accuratel. Various numerical methods have been proposed aimed at removing artificial oscillations near sharp discontinuities. Chen and Lin [6] developed a hbrid technique based on the Laplace transform and control volume method, which successfull suppressed the oscillations b removing the time-dependent terms using Laplace transform. Tamma and Railkar [9] used a speciall tailored transfinite element formulations for hperbolic heat conduction. Instead of regular polnomials, the applied the general solution of the transformed form of the hperbolic heat transfer equation as the shape function of finite elements, and successfull captured the discontinuit. Their method, however, lacks generalit, since the general solution to other specific problems ma not be guaranteed. The stud of hperbolic conservation laws applied to gas dnamics has shed light on the solution of hperbolic heat conduction. In the past decades, a number of effective schemes have

3 been developed to solve all kinds of problems governed b hperbolic conservation laws, including the wave equation, Burger s equation, Euler s equation, and resonant pipe flow [3]. These advanced schemes are called high resolution schemes and share some common features, i.e. using characteristics and appling special limiter functions. The have been proved to be ver successful b providing solutions that are both high-order in accurac and oscillation free in one-dimensional applications. Tpical of those are the Total Variation Diminishing (TVD) scheme contributed b Roe [, ] and Sweb [8]. Their scheme is first order accurate in time, and second order accurate in space in smooth regions. The scheme is widel celebrated for its abilit to capture sharp discontinuities and its simplicit in terms of implementation. An accurate, robust, and oscillation free numerical solution to the hperbolic heat conduction equation was obtained b Yang [3], who took the characteristic approach, emploed the second order TVD scheme of Roe [, ] and Sweb [8], and obtained ver nice results. Being motivated b Yang s success, Shen and Han [4, 5, 6] continued and etended Yang s solution to hperbolic heat conduction involving irregular geometries, temperature dependent material properties, and composite materials. However, the accurac of the method decreases when it is etended to multi-dimension. Other finite element and finite volume methods have been applied to solve hperbolic heat transfer equation as well. Ai and Li [] solved hperbolic thermal wave problems using discontinuous finite element method. Miller and Haber [] has recentl applied a spacetime discontinuous Galerkin method to the hperbolic heat equation and successfull resolved continuous and discontinuous thermal waves in conducting medium. The main purpose of this paper is to search numerical methods which are both mathematicall accurate and computationall efficient for hperbolic heat transfer. Under Yang s representation [3], the hperbolic heat conduction equation is essentiall a sstem of coupled linear transport equations. Thus all newl developed numerical methods for linear wave equations can be applied to solve it. Recentl Bokanowski and Zidani [4] proposed a TVD-based anti-diffusive scheme for advection and Hamilton-Jacobi-Bellman equations, and Xu and Shu proposed a WENO-based anti-diffusive scheme []. In this paper, we would like to present anti-diffusive solutions to the hperbolic heat transfer equation using Bokanowski and Zidani s second-order method [4] and Xu and Shu s fifth-order method []. In one-dimension, the anti-diffusive solutions are compared with the analtical one as well as the one obtained from Yang s method [3]. We further etend the anti-diffusive methods to two-dimension, and eplore the abilit of the fifth-order scheme to solve nonlinear hperbolic heat transfer equation caused b temperature-dependent thermal conductivit. Hperbolic Heat Transfer Model As an eample, one-dimensional hperbolic heat transfer in a finite slab with constant thermal properties is considered. equations [3], The corresponding mathematical model consists of the following two ρc p T t + q = g () 3

4 τ q t + k T = q () where T is the temperature, ρ the densit, c p the specific heat, q the heat flu, and g the heat source per unit volume, τ the relaation parameter (τ = α c ), α the thermal diffusivit (α = k the thermal conductivit, c the propagation velocit of a thermal wave. Equations. () and () can be written in non-dimensional form as k ρc p ), φ t + F = S (3) where φ, F, and S are the unknown vector, flu vector and source vector respectivel. The ma be eplicitl written as φ = T q F = q T g S = q (4) 4α g c k(t w T ), where the nondimensional variables are defined as T = T T T w T, q αq = ck(t, w T ) g = = c α, t = c α t, where T w is the reference temperature (i.e. the temperature of the boundar surface at = ), T the initial temperature. The reason to choose T w T as the denominator of dimensionless temperature is to limit it in the range of [,], if T = T w at = and T = T at =. Note, for convenience, the nondimensional variables are written without s in the rest of the paper. It should be noticed that Eq. (3) consists of two coupled linear equations. We decouple the linear sstem equation b calculating the Jacobian matri A = F φ and reducing matri A into diagonal form A = RΛR. Thus, we rewrite Eq. (3) in the form φ t + φ RΛR = S (5) where R is the matri of eigenvectors and Λ is the matri of eigenvalues. The matrices A, R, Λ, and R are as follows: A = R = Λ = λ λ R = (6) where the eigenvalues are λ = and λ =. Multipling Eq. (5) b R, we obtain the following equation of characteristic variables, W t + Λ W = H (7) 4

5 where the characteristic based variables can be calculated as W = R φ = (T + q) (T q) H = R S = g 4 q g 4 + q (8) In implementing the model, either Eq. (5) with variables T and q, or Eq. (7) with characteristic variables, can be used. If one choose to use the characteristic variables, heat flu q in the right hand side of Eq. (7) ma be epressed as a function of the characteristic variables, i.e. q = W W, where W = (T + q) and W = (T q). It can be seen without much difficult that Eq. (7) is a linear wave equation with a non-trivial diffusive source term. We would like to introduce two anti-diffusive numerical schemes, which will be presented in Section 3, to solve the equation with desirable accurac. 3 Anti-diffusive Numerical Scheme 3. A Second-order Anti-diffusive Scheme The hperbolic conservation law with a non-zero source term can be written as u t + f(u) = s u(, ) = u () (9) Man numerical methods have been proposed to solve Eq. (9), of which the most effective ones include the high resolution TVD schemes [, 8], and high order WENO schemes [7]. In this paper, we eamine the capabilities of two classes of anti-diffusive schemes, the second-order TVD-based schemes and the fifth-order WENO-based schemes, in solving hperbolic heat transfer equation. The anti-diffusive N-Bee scheme, suggested b Bokanowski and Zidani [4], is a miture of Roe s Super Bee and Ultra-Bee schemes [], and quite simple to implement. The Ultra-Bee scheme is onl of first order of accurac, but it has an interesting propert of eact transport of a large set of piecewise constant functions in the case of linear advection [4, 3]. The N-Bee scheme is second order accurate at smooth regions for linear advection equations, as being numericall checked b Bokanowski and Zidani [4], and has similar properties as the Ultra-Bee scheme at discontinuities. We will appl the N-Bee scheme to hperbolic heat transfer equation, and the construction of the scheme will be reiterated here. Note, since there is a diffusive source term, the propert of eact transport doesn t hold for the Ultra-Bee scheme when it is applied to solve hperbolic heat transfer equation. Let be the spatial increment and t be the time step, and assume t n = n t and i = i. 5

6 Equation (9) can be approimated in the following form, u n+ i = u n i t ( f n,l i+ ) f n,r + s () i where f n,l and f n,r are numerical flues at i+ i i+ and i respectivel. For linear advection, we ma write f(u) as f(u) = au, where a is the velocit of traveling wave, and the local CFL number is defined as Assuming that the CFL number satisfies the condition ν i = a i t. () ν i, () the numerical flues of the anti-diffusive scheme are constructed as [4] f n,r i+ f n,l i+ = f i + ψ(r i, ν i ) ( ν i )(f i+ f i ), if a i > (3) = f i+ + ψ(r i+, ν i+ ) ( ν i+ )(f i f i+ ), if a i+ < (4) f n,l i+ = f n,l i+ = (f i + f i+ ), if a i and a i+ (5) f n,l i+ where ψ(r, ν) is the nonlinear limiter function determined b = f n,r, if a i+ i a i+ > (6) ( ( ) ( )) r ψ(r, ν) = ma, min ν,, min r,, (7) ν and r is defined b if a i >, or r i = u i u i u i+ u i (8) r i+ = u i+ u i+ u i+ u i (9) if a i+ <. 3. A Fifth-order Anti-diffusive Scheme A high order anti-diffusive finite difference scheme has recentl been proposed b Xu and Shu [] to improve the original fifth-order weighted essentiall non-oscillator (WENO) scheme of Jiang and Shu [9] in the resolution of contact discontinuities. Third-order temporal accurac is achieved 6

7 b discretizing Eq. (9) using multi-step Runge-Kutta method [], u () = u n + tl(u n ), u () = u n + 4 tl() (u n ) + 4 tl(u() ), u n+ = u n + 6 tl() (u n ) + 6 tl(u() ) + 3 tl(u() ) (a) (b) (c) where the operator L(u n ) is written as and the anti-diffusive flu is defined b L(u n ) = ( ) f i+ f i + s, () ( u f i+ = f n + φ i+ i minmod i u n ) i + f f, f + f, () ν i i i+ i+ i+ where the minmod function is minmod(, ) =, >,, >, >, (3) and f and f + are the left-biased and right-biased upwind flues based on stencils with one i+ i more point to the left and to the right, respectivel [9, ]. The discontinuit indicator in Eq. () is defined b [], φ i = η i η i + ξ i, (4) and η i = ( αi + α ) i+, ξ i = u ma u min, α i = u n i α i α i+ α un i + ɛ, (5) i where u ma and u min are the maimum and minimum values of u i for all grid points, and ɛ is a small positive number. The operators L () (u n ) and L () (u n ) in Eq. () are defined b L () (u n ) = ( L () (u n ) = f () i+ ) f () i ( f () f () i+ i + s, (6a) ) + s, (6b) 7

8 and the numerical flues f () i+ f () i+ = f i+ + φ i minmod and f () i+ are written as ( u n ) i un i 4ν i + f f, f + f, > and < i i+ i+ i+ f i+, otherwise (7) and f () i+ = f i+ ( u n ) + φ i minmod i u n i 6ν i + f f, f + f, > and < i i+ i+ i+ f i+, otherwise (8) where and are defined b = un i un i + f f ν i i i+ and = f + i+ f. (9) i+ We remark that the fifth-order anti-diffusive scheme presented in this paper is slightl different t from that of Xu and Shu []. Specificall, we use ν i = a i while ν i = t was used in []. in Eqs. (), (7), (8), and (9), 4 Etension to Two-dimension It is assumed that heat conduction is isotropic. Similar to Section, b introducing non-dimensional T T αq variables, T = T w T, q = ck(t, w T ) q = ck(t, w t ) g = c k(t, w T ) = α, = α, t = c αt, the hperbolic heat conduction equation in two-dimension can be written as (without superscript ) φ t + F + G = S (3) where φ, F, G, and S ma be eplicitl written as αq 4α g c c φ = T q F = q T G = q S = g q. (3) q T q We can further write Eq. (3) in the form of matri-vector product, φ t + A φ + B φ = S (3) 8

9 where matrices A and B are analticall calculated as A = B =. (33) Similar to handling one-dimensional problem, we can decouple Eq. (3) into three independent equations b decomposing matrices A and B into diagonal form A = R A Λ A R A and B = R B Λ B R B. We onl list the decomposed results of matri A, R A = Λ A = R A =. (34) Readers can obtain the corresponding results of matri B with a straight forward calculation. We etend the anti-diffusive schemes presented in Section 3 to two-dimension using the dimension-b-dimension approach, which will be presented below. Let φ indicate an component in vector φ, the value of φ at time level n + can be represented as, φ n+ i,j = φ n i,j t ) (f ni+,j f ni,j t ( ) h n i,j+ h n i,j + ts i,j, (35) where f n i+,j, f n i,j hn, and h n i,j+ i,j are numerical flues at i+, i, j+, and j respectivel. The flu f n is constructed as i+,j f n i+,j = 3 k= R k A,i+,jλk A,i+,jW k A,i+,j, (36) where Similarl, flu h n i,j+ can be constructed as W A,i+,j = R A,i+,j φ n i,j. (37) h n i,j+ = 3 k= R k B,i,j+ λ k B,i,j+ W k B,i,j+, (38) where W B,i,j+ = R φ n B,i,j+ i,j. (39) We appl the anti-diffusive schemes to each product of λ A,i+,jW A,i+,j or λ B,i,j+ W B,i,j+. 9

10 5 Results and Discussion Eample : constant temperature or heat flu boundar condition In the first eample, we test thermal wave propagation and reflection in a one-dimensional slab with dimensionless length of., and compare our numerical results with the analtical solutions obtained b Care and Tsai [5]. The dimensionless temperature of the slab is kept at T =. initiall, and the temperature at the left boundar is increased to T =. at time t >. A thermal wave with discontinuous front will propagate from left to right with a constant dimensionless speed of λ =.. Two tpes boundar conditions are considered at the right end of the slab, given temperature (T=) and zero heat flu (q=). The boundar conditions are implemented b characteristics. As can be seen from Eq. (7), for one-dimensional hperbolic heat transfer, there are two characteristics, W and W, which move with the speed of λ = and λ = respectivel, i.e., W travels from left to right (right-traveling), while W travels from right to left (left-traveling). For right-traveling W, we need to provide boundar condition at =. We should bear in mind that we can onl specif either temperature T or heat flu q but not both at boundaries. The boundar condition for W at = can be calculated as W () = T () W () (4) and W () = q () + W (), (4) where Eqs. (4) and (4) appl to given temperature or given heat flu conditions respectivel. To obtain W in Eqs. (4) and (4), we need the boundar information of W, which is obtained b simple etrapolation b letting W () = W (), where () indicates the boundar node at the left end, and () indicates the node net to the boundar node. This could also be approimated b upwind differencing as implemented b Yang [3]. Similarl, the boundar condition at the right end ( =.) ma be epressed as W (n) = T (n) W (n) (4) and W (n) = W (n) q (n), (43) where Eqs. (4) and (43) should be used for given temperature and given heat flu boundar conditions respectivel. Again, the value of W can be obtained b etrapolation, W (n) = W (n ), where (n) and (n ) denotes the boundar note and its left neighbor respectivel. The results of the first test are shown in Fig., where solid lines are the analtical solution, and square, triangle, and circular smbols represent the results of fifth-order WENO, N-Bee and Yang s methods respectivel. The solutions corresponding to given temperature boundar condition at the right end ( =.) at dimensionless time of t =.5 is shown in Fig. (a), where the

11 dimensionless temperature is kept at a constant of T =. at =.. As epected, the thermal wave with a sharp front propagates to the location of =.5 at time t =.5. The wave front is captured with onl two grid points b the anti-diffusive WENO and N-Bee schemes, while it is captured with four grid points b Yang s method. We remark that both the current and Yang s methods have similar results in smooth regions for this particular application. Figs. (b) and (c) show results at t =. and t =.5 with the right boundar condition of T =. respectivel. The fifth-order anti-diffusive scheme is superior in these two cases. It captures the sharp discontinuit with three point at t =., while the second-order N-bee scheme and Yang s method give similar results, representing the discontinuit b four points. The thermal wave is reflected from the right end and its front propagates to =.5 at t =.5. The wave front is represented b two points using the fifth-order method, four points using the N-bee method, and five points using Yang s. Fig. (d) shows the results with an insulated boundar condition (zero heat flu) at the right end at t =.5. Again, the thermal wave is reflected after reaching the right end, and propagates to =.5. The wave front is represent b two points in the fifth-order method, three points in the N-bee method, and four points in Yang s. The insulation boundar condition at the right end can be implemented b letting q =, etrapolating right-traveling characteristics, and calculating the left-traveling characteristics according to Eq. (43). We remark that the difference between the second-order N-bee scheme and Yang s method becomes less significant when simulation time is longer, and more points are needed to represent discontinuities for both two methods. The fifthorder anti-diffusive scheme, on the contrar, can consistentl capture discontinuities with onl two points. Eample : on-off heat flu boundar condition This eample was taken from reference [3]. In Eample, the left boundar is kept at a constant temperature, and the right boundar is subjected to a fied temperature or heat flu condition. Here, we appl periodic on-off heat flu to the left boundar and constant temperature of T =. to the right boundar, and test the effectiveness of numerical schemes. The periodic on-off heat flu is given b [8, 3] f(t) = λ (i )P < t < [(i ) + λ)]p [(i ) + λ]p < t < ip (44) where i is the number of period and P is the period. For comparison purposes, the values of P and λ are taken as P =. and λ =.5. It can be verified that the total energ suppl is the same and equals to one at each period. The periodic on-off heat flu is implemented as given heat flu boundar condition, i.e. q = f(t). The left traveling characteristics is calculated as W () = W () + q (45)

12 The eact solution of the problem was obtained b Glass et al. [8], and the numerical one b Yang [3]. We compare the results represented using circles and triangles from different numerical schemes and plot them in Fig. at dimensionless time of t =., where Fig. (a) shows the solutions from the the fifth-order anti-diffusive scheme (represented b circles) and N-Bee scheme (represented b triangles), and Fig. (b) shows that b Yang s method [3]. The solid line in the figure indicates the eact solution. As can be seen from Fig., there are several sharp discontinuities due to the five periodic flues. Both the anti-diffusive schemes and Yang s method produce ver good results, and anti-diffusive methods are more accurate b representing discontinuities with less number of grid points. We use a mesh size of intervals for all numerical methods. Eample 3: radiative boundar condition This eample tests the accurac of the method in the case of radiation boundar condition on the left. The eistence of radiation boundar condition introduces nonlinear propert to the eample. Numerical solution of this case has been studied b Glass et al. [8] and Yang [3]. In the case of radiation, the heat flu on the boundar ma be written as q = f(t) T 4 (), (46) where f(t) is defined b Eq. (44). As mentioned before, the left traveling characteristics W on the left boundar can be obtained b etrapolation, and it is related to the primitive variables b the epression W () = (T () q). (47) A new equation about T () is obtained b combining Eqs. (46) and (47) T 4 () + T () f(t) W () =. (48) Eq. (48) is nonlinear, which can be solved b Newton s iteration. We use the magnitude of relative error as the stopping criteria for the Newton s iteration. The iteration is regarded as converged if the relative error of T () is less than 6, i.e. T n+ () T () T n () 6. We believe that 6 is small enough to claim convergence. To verif our belief, we tried to change the stopping criteria from 6 to 8. For both stopping criteria, it takes about eight iterations to converge in the case of on-flu, and takes about four iterations in the case of off-flu. Once the temperature on the left boundar is known, we can calculate the corresponding right traveling characteristics as W () = (T () + q) = (T () + f(t) T 4 () ) (49) Numerical results are presented in Fig. 3 at dimensionless time of t =., where solid line is the solution obtained using etremel fine mesh, i.e. intervals. Circular and triangular smbols in Fig. 3(a) represent the results computed b the fifth-order anti-diffusive and the N-Bee schemes, respectivel, while circular smbols in Fig. 3(b) represent the results computed b Yang s method

13 [3], with the mesh size of intervals. It is not difficult to find that once again, anti-diffusive schemes out-perform Yang s method in terms of capturing discontinuities. Eample 4: two-dimension with Gaussian laser-pulse heating In this eample, we discuss numerical results of hperbolic heat transfer in two-dimension, and investigate thermal wave propagation in a rectangular geometr of.. and.5.5. Similar to [, ], a laser pulse incident is applied on the left side of the domain and represented b a dimensionless heat source with Gaussian-tpe profile, g(,, t) = [ ep + ( )] Dt p D t W, (5) t c where D and W are the penetration depth and width of the laser beam respectivel, and t c is the characteristic duration of the laser pulse. We use the same parameters as in [], i.e. D =.5, W =., and t c =.. We implemented both the two anti-diffusive methods, introduced in Section 3, in twodimension. However, the N-bee scheme produces unsatisfactor results for the propagation of the Gaussian pulse, which has a smooth gradient over or, and numerical results deteriorate for long time simulations. This is a tpical shortcoming for low-order TVD schemes to solve hperbolic conservation laws. Therefore, in this paper, we present onl solutions obtained b the fifth-order anti-diffusive WENO-based scheme. We calculated the temperature distribution at t =., t =.5, t =., and t =., and showed the results in Fig. 4, where temperature is visualized b both color mapping and contouring. Red color indicates high temperature while blue color indicates low temperature. As epected, thermal waves are reflected when Gaussian pulse reaches the bottom, top, and right walls. Since our code of the fifth-order anti-diffusive scheme is written onl on regular geometr, we cannot directl compare our results with those of [], in which a converging-diverging channel was used. In the near future, we would like to convert the code from the standard Cartesian coordinates to curvilinear coordinates to handle non-rectangular geometr. Eample 5: two-dimension with temperature dependent thermal conductivit To test the validit of the numerical method to nonlinear cases, we further eplore hperbolic heat conduction with temperature dependent thermal conductivit in two-dimension. For simplicit, it is assumed that the thermal conductivit changes linearl with temperature, i.e. k = k ( + βt ), where β is a constant. Substituting k into Eq. (3) and performing dimensionless analsis, we obtain the following new equations for T, q and q, q t q t T t + q + q = g, + ( + βt ) T = q, + ( + βt ) T = q. (5a) (5b) (5c) 3

14 Accordingl, matrices A and B and their diagonal decompositions should be taken new forms as well. For the convenience of readers, we list corresponding matrices below, A = + βt B = + βt (5) R A = λ λ 3 Λ A = λ λ λ 3 R A = +βt +βt (53) where λ =, λ = + βt, and λ 3 = + βt. Nonlinearit is handled b the above matri decomposition. Nonlinear wave propagation can then be represented b characteristics and its traveling speed. We use the same rectangular geometr as in Eample 4 as the computational domain. Due to temperature dependent thermal conductivit, thermal wave propagates at a varing dimensionless speed of + βt, while it propagates at a constant dimensionless speed of in Eample 4. Numerical results corresponding to β =.5 are presented in Fig. 5 for t =., t =.5, t =., and t =.. A comparison between Fig. 4 and Fig. 5 finds that as epected, thermal wave in Eample 5 propagates at a faster speed than that in Eample 4. Similar to Eample 4, thermal wave is reflected when the Gaussian pulse reaches boundar walls of the geometr, but the wave pattern changes due to nonlinearit. It is not difficult to conclude that the fifth-order scheme can be used to solve nonlinear hperbolic heat transfer equation effectivel. 6 Concluding Remarks Two tpes of anti-diffusive schemes, a second-order TVD-based and a fifth-order WENO-based, are used to find the numerical solution of hperbolic heat transfer equation in one and two-dimension based on characteristics. Several numerical tests are used to demonstrate the effectiveness of the anti-diffusive methods. In one-dimensional applications, three different boundar conditions are considered, given temperature, given heat flu, and radiation. In the case of radiation boundar condition, the nonlinearit is handled b the Newton s method. The anti-diffusive schemes are further etended to two-dimension using the dimension-b-dimension approach. Numerical results indicate that both anti-diffusive schemes provide improved alternatives over Yang s method in terms of accurac, and the sharp discontinuities are represented b less number of grid points. The difference between the second-order N-bee scheme and Yang s method, however, is less significant for long time simulations. Both Yang s method and the N-bee scheme have two major drawbacks. 4

15 Their order of accurac decreases when the are etended to two-dimension. The tend to over anti-diffusive when the are applied to solve problems involving rich smooth structures, such as sine waves and Gaussian pulses. Therefore, the are not recommended for multi-dimensional problems with rich smooth structures. Overall, the fifth-order anti-diffusive scheme performs better than the second-order ones in solving hperbolic heat transfer equation. A more comple model of temperature dependent thermal conductivit is introduced to test the capabilit of the proposed numerical method. Our numerical solution indicates that the fifth-order scheme can solve nonlinear hperbolic heat conduction equation fairl well. Similar to two-dimensional etension, the method can be convenientl etended to three-dimension b adding corresponding temperature and flu information in the z-coordinate, decomposing the relevant matrices, and appling the dimensionb-dimension approach. References [] X. Ai and B.Q. Li, A discontinuous finite element method for hperbolic thermal wave problems, J. Engrg. Comput., (5)(4) [] M.Q. Al-Odat and F.M. Al-Hussien, Analtical prediction of quenc energies of cooled superconductors based on the hperbolic heat conduction, International Journal of Thermophsics, 9, , 8. [3] B. Després and F. Lagoutière, Contact discontinuit capturing schemes for linear advection and compressible gas dnamics, J. Sci. Comput., 6, ,. [4] O. Bokanowski and H. Zidani, Anti-dissipative schemes for advection and application to Hamilton-Jacobi-Bellman equations, J. of Sci. Comput., 3, -33, 7. [5] G.F. Care and M. Ozisik, Hperbolic heat transfer with reflection, Numerical Heat Transfer, 5, 39-37, 98. [6] Han-Taw Chen and Yae-Yuh Lin, Numerical analsis for hperbolic heat conduction, International Journal of Heat and Mass Transfer, 36, , 993. [7] R. Čiegis, A. Dementèv, and G. Jankevičiūtė, Numerical analsis of the hperbolic twotemperature model, Lithuanian Mathematical Journal, 48, 46-6, 8. [8] D.E. Glass, M.N. Ozisik, and B. Vick, Non-Fourier effect on transient temperature resulting from periodic on-off heat flu, International Journal of Heat and Mass Transfer, 3, 63-63, 987. [9] G. Jiang and C.-W. Shu, Efficient implementation of weighted ENO schemes, Journal of Computational Phsics, 6, -8,

16 [] S.T. Miller and R.B. Haber, A spacetime discontinuous Galerkin method for hperbolic heat conduction, Computer Methods in Applied Mechanics and Engineering, 98, 94-9, 8. [] P.L. Roe, Generalized formulation of TVD La-Wendroff schemes, ICASE Report, 984. [] P.L. Roe, Some contributions to the modelling of discontinuous flows, Lectures in Applied Mathematics,, 63-93, 985. [3] B. Shen and P. Zhang, Notable phsical anomalies manifested in non-fourier heat conduction under the dual-phase-lag model, International Journal of Heat and Mass Transfer, 5, 73-77, 8. [4] W. Shen and S. Han, An eplicit TVD scheme for hperbolic heat conduction in comple geometr, Numerical Heat Transfer, Part B, 4, ,. [5] W. Shen and S. Han, Hperbolic heat conduction in composite materials, 8th AIAA/ASME Joint Thermophsics and Heat Transfer Conference, 4-6 June, St. Louis, Missouri. [6] W. Shen and S. Han, Two-dimensional hperbolic heat conduction with temperature dependent properties, Journal of Thermophsics and Heat Transfer, 8, 85-87, 4. [7] C.W. Shu, Essentiall non-oscillator and weighted essentiall non-oscillator schemes for hperbolic conservation laws, in Advanced Numerical Approimation of Nonlinear Hperbolic Equations, edited b B. Cockburn, C. Johnson, C. W. Shu, and E. Tadmor, Lect. Notes in Math. (Springer-Verlag, Berlin/New York, 998), 697, 35. [8] P.K. Sweb, High resolution schemes using flu limiter for hperbolic conservation laws, SIAM Journal on Numerical Analsis,, 995-, 984. [9] K.K. Tamma and S.B. Railkar, Speciall tailored transfinite-element formulations for hperbolic heat conduction involving non-fourier effects, Numerical Heat Transfer, Part B, 5, -6, 989. [] J.R. Torcznski, D. Gerthsen, and T. Roesgen, Schlieren photograph of second-sound shock waves in superfluid helium, Phs. Fluids, 7, 48-43, 984. [] D.C. Wiggert, Analsis of earl-time transient heat conduction b method of characteristics, ASME Journal of Heat Transfer, 99, 9-97, 983. [] Z. Xu and C.-W. Shu, Anti-diffusive flu corrections for high order finite difference WENO schemes, Journal of Computational Phsics, 5, , 5. [3] H.Q. Yang, Characteristics-based, high-order accurate and nonoscillator numerical method for hperbolic heat conduction, Numerical Heat Transfer, Part B, 8, -4, 99. [4] J. Zhou and Y. Zhang, Non-Fourier heat conduction effect on laser-induced thermal damage in biological tissues, Numerical Heat Transfer, Part A, 54, -9, 8. 6

17 List of Figures Solution to eample (Squares are results of the fifth-order anti-diffusive method, triangles are results of the second-order anti-diffusive method, circles are results b Yang s method [3], and solid line represents analtical solution). (a) Dimensionless temperature distribution at t =.5 with T =. at the right boundar. (b) Dimensionless temperature distribution at t =. with T =. at the right boundar. (c) Dimensionless temperature distribution at t =.5 with T =. at the right boundar. (d) Dimensionless temperature distribution at t =.5 with q =. at the right boundar Solution to eample. (a) Dimensionless temperature distribution at t =. with periodic on-off heat flu at the left boundar and T =. at the right boundar, circles for the fifth-order anti-diffusive scheme and triangles for the N-Bee scheme. (b) Dimensionless temperature distribution at t =. with periodic on-off heat flu at the left boundar and T =. at the right boundar, circles for Yang s solution [3] Solution to eample 3. (a) Dimensionless temperature distribution at t =. with surface radiation at the left boundar and T =. at the right boundar, circular smbols for the fifth-order scheme and triangular smbols for the N-Bee scheme. (b) Dimensionless temperature distribution at t =. with surface radiation at the left boundar and T =. at the right boundar, circular smbols for Yang s solution [3] Solution to eample 4 at various time (A laser pulse incident of Gaussian profile described b Eq. (??) is supplied near the left boundar). (a) Dimensionless temperature distribution at t =.. (b) Dimensionless temperature distribution at t =.5. (c) Dimensionless temperature distribution at t =.. (d) Dimensionless temperature distribution at t = Solution to eample 5 with temperature-dependent thermal conductivit at various time (A laser pulse incident of Gaussian profile described b Eq. (??) is supplied near the left boundar). (a) Dimensionless temperature distribution at t =.. (b) Dimensionless temperature distribution at t =.5. (c) Dimensionless temperature distribution at t =.. (d) Dimensionless temperature distribution at t =.... 7

18 T (a) (b) (c) (d) Figure : Solution to eample (Squares are results of the fifth-order anti-diffusive method, triangles are results of the second-order anti-diffusive method, circles are results b Yang s method [3], and solid line represents analtical solution). (a) Dimensionless temperature distribution at t =.5 with T =. at the right boundar. (b) Dimensionless temperature distribution at t =. with T =. at the right boundar. (c) Dimensionless temperature distribution at t =.5 with T =. at the right boundar. (d) Dimensionless temperature distribution at t =.5 with q =. at the right boundar. 8

19 (a) (b) Figure : Solution to eample. (a) Dimensionless temperature distribution at t =. with periodic on-off heat flu at the left boundar and T =. at the right boundar, circles for the fifth-order anti-diffusive scheme and triangles for the N-Bee scheme. (b) Dimensionless temperature distribution at t =. with periodic on-off heat flu at the left boundar and T =. at the right boundar, circles for Yang s solution [3] (a) (b) Figure 3: Solution to eample 3. (a) Dimensionless temperature distribution at t =. with surface radiation at the left boundar and T =. at the right boundar, circular smbols for the fifth-order scheme and triangular smbols for the N-Bee scheme. (b) Dimensionless temperature distribution at t =. with surface radiation at the left boundar and T =. at the right boundar, circular smbols for Yang s solution [3]. 9

20 (a) (b) (c) (d) Figure 4: Solution to eample 4 at various time (A laser pulse incident of Gaussian profile described b Eq. (5) is supplied near the left boundar). (a) Dimensionless temperature distribution at t =.. (b) Dimensionless temperature distribution at t =.5. (c) Dimensionless temperature distribution at t =.. (d) Dimensionless temperature distribution at t =..

21 (a) (b) (c) (d) Figure 5: Solution to eample 5 with temperature-dependent thermal conductivit at various time (A laser pulse incident of Gaussian profile described b Eq. (5) is supplied near the left boundar). (a) Dimensionless temperature distribution at t =.. (b) Dimensionless temperature distribution at t =.5. (c) Dimensionless temperature distribution at t =.. (d) Dimensionless temperature distribution at t =..

High-order finite difference methods with subcell resolution for 2D detonation waves

High-order finite difference methods with subcell resolution for 2D detonation waves Center for Turbulence Research Annual Research Briefs 7 High-order finite difference methods with subcell resolution for D detonation waves B W. Wang, C.-W. Shu, H. C. Yee AND B. Sjögreen. Motivation and

More information

A NUMERICAL STUDY FOR THE PERFORMANCE OF THE RUNGE-KUTTA FINITE DIFFERENCE METHOD BASED ON DIFFERENT NUMERICAL HAMILTONIANS

A NUMERICAL STUDY FOR THE PERFORMANCE OF THE RUNGE-KUTTA FINITE DIFFERENCE METHOD BASED ON DIFFERENT NUMERICAL HAMILTONIANS A NUMERICAL STUDY FOR THE PERFORMANCE OF THE RUNGE-KUTTA FINITE DIFFERENCE METHOD BASED ON DIFFERENT NUMERICAL HAMILTONIANS HASEENA AHMED AND HAILIANG LIU Abstract. High resolution finite difference methods

More information

Convex ENO Schemes for Hamilton-Jacobi Equations

Convex ENO Schemes for Hamilton-Jacobi Equations Convex ENO Schemes for Hamilton-Jacobi Equations Chi-Tien Lin Dedicated to our friend, Xu-Dong Liu, notre Xu-Dong. Abstract. In one dimension, viscosit solutions of Hamilton-Jacobi (HJ equations can be

More information

Towards Higher-Order Schemes for Compressible Flow

Towards Higher-Order Schemes for Compressible Flow WDS'6 Proceedings of Contributed Papers, Part I, 5 4, 6. ISBN 8-867-84- MATFYZPRESS Towards Higher-Order Schemes for Compressible Flow K. Findejs Charles Universit, Facult of Mathematics and Phsics, Prague,

More information

Dedicated to the 70th birthday of Professor Lin Qun

Dedicated to the 70th birthday of Professor Lin Qun Journal of Computational Mathematics, Vol.4, No.3, 6, 39 5. ANTI-DIFFUSIVE FINITE DIFFERENCE WENO METHODS FOR SHALLOW WATER WITH TRANSPORT OF POLLUTANT ) Zhengfu Xu (Department of Mathematics, Pennsylvania

More information

Krylov Integration Factor Method on Sparse Grids for High Spatial Dimension Convection Diffusion Equations

Krylov Integration Factor Method on Sparse Grids for High Spatial Dimension Convection Diffusion Equations DOI.7/s95-6-6-7 Krlov Integration Factor Method on Sparse Grids for High Spatial Dimension Convection Diffusion Equations Dong Lu Yong-Tao Zhang Received: September 5 / Revised: 9 March 6 / Accepted: 8

More information

Fully Discrete Energy Stable High Order Finite Difference Methods for Hyperbolic Problems in Deforming Domains: An Initial Investigation

Fully Discrete Energy Stable High Order Finite Difference Methods for Hyperbolic Problems in Deforming Domains: An Initial Investigation Full Discrete Energ Stable High Order Finite Difference Methods for Hperbolic Problems in Deforming Domains: An Initial Investigation Samira Nikkar and Jan Nordström Abstract A time-dependent coordinate

More information

Functions of Several Variables

Functions of Several Variables Chapter 1 Functions of Several Variables 1.1 Introduction A real valued function of n variables is a function f : R, where the domain is a subset of R n. So: for each ( 1,,..., n ) in, the value of f is

More information

Anti-diffusive finite difference WENO methods for shallow water with. transport of pollutant

Anti-diffusive finite difference WENO methods for shallow water with. transport of pollutant Anti-diffusive finite difference WENO methods for shallow water with transport of pollutant Zhengfu Xu 1 and Chi-Wang Shu 2 Dedicated to Professor Qun Lin on the occasion of his 70th birthday Abstract

More information

Applications of Gauss-Radau and Gauss-Lobatto Numerical Integrations Over a Four Node Quadrilateral Finite Element

Applications of Gauss-Radau and Gauss-Lobatto Numerical Integrations Over a Four Node Quadrilateral Finite Element Avaiable online at www.banglaol.info angladesh J. Sci. Ind. Res. (), 77-86, 008 ANGLADESH JOURNAL OF SCIENTIFIC AND INDUSTRIAL RESEARCH CSIR E-mail: bsir07gmail.com Abstract Applications of Gauss-Radau

More information

AN EFFICIENT MOVING MESH METHOD FOR A MODEL OF TURBULENT FLOW IN CIRCULAR TUBES *

AN EFFICIENT MOVING MESH METHOD FOR A MODEL OF TURBULENT FLOW IN CIRCULAR TUBES * Journal of Computational Mathematics, Vol.27, No.2-3, 29, 388 399. AN EFFICIENT MOVING MESH METHOD FOR A MODEL OF TURBULENT FLOW IN CIRCULAR TUBES * Yin Yang Hunan Ke Laborator for Computation and Simulation

More information

Estimation Of Linearised Fluid Film Coefficients In A Rotor Bearing System Subjected To Random Excitation

Estimation Of Linearised Fluid Film Coefficients In A Rotor Bearing System Subjected To Random Excitation Estimation Of Linearised Fluid Film Coefficients In A Rotor Bearing Sstem Subjected To Random Ecitation Arshad. Khan and Ahmad A. Khan Department of Mechanical Engineering Z.. College of Engineering &

More information

AE/ME 339. K. M. Isaac Professor of Aerospace Engineering. December 21, 2001 topic13_grid_generation 1

AE/ME 339. K. M. Isaac Professor of Aerospace Engineering. December 21, 2001 topic13_grid_generation 1 AE/ME 339 Professor of Aerospace Engineering December 21, 2001 topic13_grid_generation 1 The basic idea behind grid generation is the creation of the transformation laws between the phsical space and the

More information

PHYSICAL REVIEW E 78, Lattice Boltzmann method for simulation of compressible flows on standard lattices

PHYSICAL REVIEW E 78, Lattice Boltzmann method for simulation of compressible flows on standard lattices PHYSICAL REVIEW E 7, 016704 00 Lattice Boltzmann method for simulation of compressible flows on standard lattices Nikolaos I. Prasianakis 1, * and Ilia V. Karlin 1,, 1 Aerothermochemistr and Combustion

More information

Vibration Analysis of Isotropic and Orthotropic Plates with Mixed Boundary Conditions

Vibration Analysis of Isotropic and Orthotropic Plates with Mixed Boundary Conditions Tamkang Journal of Science and Engineering, Vol. 6, No. 4, pp. 7-6 (003) 7 Vibration Analsis of Isotropic and Orthotropic Plates with Mied Boundar Conditions Ming-Hung Hsu epartment of Electronic Engineering

More information

Module 1 : The equation of continuity. Lecture 4: Fourier s Law of Heat Conduction

Module 1 : The equation of continuity. Lecture 4: Fourier s Law of Heat Conduction 1 Module 1 : The equation of continuit Lecture 4: Fourier s Law of Heat Conduction NPTEL, IIT Kharagpur, Prof. Saikat Chakrabort, Department of Chemical Engineering Fourier s Law of Heat Conduction According

More information

COMPACT IMPLICIT INTEGRATION FACTOR METHODS FOR A FAMILY OF SEMILINEAR FOURTH-ORDER PARABOLIC EQUATIONS. Lili Ju. Xinfeng Liu.

COMPACT IMPLICIT INTEGRATION FACTOR METHODS FOR A FAMILY OF SEMILINEAR FOURTH-ORDER PARABOLIC EQUATIONS. Lili Ju. Xinfeng Liu. DISCRETE AND CONTINUOUS doi:13934/dcdsb214191667 DYNAMICAL SYSTEMS SERIES B Volume 19, Number 6, August 214 pp 1667 1687 COMPACT IMPLICIT INTEGRATION FACTOR METHODS FOR A FAMILY OF SEMILINEAR FOURTH-ORDER

More information

First Order Equations

First Order Equations 10 1 Linear and Semilinear Equations Chapter First Order Equations Contents 1 Linear and Semilinear Equations 9 Quasilinear Equations 19 3 Wave Equation 6 4 Sstems of Equations 31 1 Linear and Semilinear

More information

Experimental Calibration and Head Loss Prediction of Tuned Liquid Column Damper

Experimental Calibration and Head Loss Prediction of Tuned Liquid Column Damper Tamkang Journal of Science and Engineering, Vol. 8, No 4, pp. 319-35 (005) 319 Experimental Calibration and Head Loss Prediction of Tuned Liquid Column Damper Jong-Cheng Wu Department of Civil Engineering,

More information

Introduction to Differential Equations. National Chiao Tung University Chun-Jen Tsai 9/14/2011

Introduction to Differential Equations. National Chiao Tung University Chun-Jen Tsai 9/14/2011 Introduction to Differential Equations National Chiao Tung Universit Chun-Jen Tsai 9/14/011 Differential Equations Definition: An equation containing the derivatives of one or more dependent variables,

More information

Hierarchical Reconstruction with up to Second Degree Remainder for Solving Nonlinear Conservation Laws

Hierarchical Reconstruction with up to Second Degree Remainder for Solving Nonlinear Conservation Laws Hierarchical Reconstruction with up to Second Degree Remainder for Solving Nonlinear Conservation Laws Dedicated to Todd F. Dupont on the occasion of his 65th birthday Yingjie Liu, Chi-Wang Shu and Zhiliang

More information

The Control-Volume Finite-Difference Approximation to the Diffusion Equation

The Control-Volume Finite-Difference Approximation to the Diffusion Equation The Control-Volume Finite-Difference Approimation to the Diffusion Equation ME 448/548 Notes Gerald Recktenwald Portland State Universit Department of Mechanical Engineering gerr@mepdedu ME 448/548: D

More information

Finite difference Hermite WENO schemes for the Hamilton-Jacobi equations 1

Finite difference Hermite WENO schemes for the Hamilton-Jacobi equations 1 Finite difference Hermite WENO schemes for the Hamilton-Jacobi equations Feng Zheng, Chi-Wang Shu 3 and Jianian Qiu 4 Abstract In this paper, a new type of finite difference Hermite weighted essentially

More information

BASE VECTORS FOR SOLVING OF PARTIAL DIFFERENTIAL EQUATIONS

BASE VECTORS FOR SOLVING OF PARTIAL DIFFERENTIAL EQUATIONS BASE VECTORS FOR SOLVING OF PARTIAL DIFFERENTIAL EQUATIONS J. Roubal, V. Havlena Department of Control Engineering, Facult of Electrical Engineering, Czech Technical Universit in Prague Abstract The distributed

More information

A numerical study of SSP time integration methods for hyperbolic conservation laws

A numerical study of SSP time integration methods for hyperbolic conservation laws MATHEMATICAL COMMUNICATIONS 613 Math. Commun., Vol. 15, No., pp. 613-633 (010) A numerical study of SSP time integration methods for hyperbolic conservation laws Nelida Črnjarić Žic1,, Bojan Crnković 1

More information

Velocity Limit in DPD Simulations of Wall-Bounded Flows

Velocity Limit in DPD Simulations of Wall-Bounded Flows Velocit Limit in DPD Simulations of Wall-Bounded Flows Dmitr A. Fedosov, Igor V. Pivkin and George Em Karniadakis Division of Applied Mathematics, Brown Universit, Providence, RI 2912 USA Abstract Dissipative

More information

A New Fourth-Order Non-Oscillatory Central Scheme For Hyperbolic Conservation Laws

A New Fourth-Order Non-Oscillatory Central Scheme For Hyperbolic Conservation Laws A New Fourth-Order Non-Oscillatory Central Scheme For Hyperbolic Conservation Laws A. A. I. Peer a,, A. Gopaul a, M. Z. Dauhoo a, M. Bhuruth a, a Department of Mathematics, University of Mauritius, Reduit,

More information

A high order adaptive finite element method for solving nonlinear hyperbolic conservation laws

A high order adaptive finite element method for solving nonlinear hyperbolic conservation laws A high order adaptive finite element method for solving nonlinear hyperbolic conservation laws Zhengfu Xu, Jinchao Xu and Chi-Wang Shu 0th April 010 Abstract In this note, we apply the h-adaptive streamline

More information

NONLINEAR DYNAMICS AND CHAOS. Numerical integration. Stability analysis

NONLINEAR DYNAMICS AND CHAOS. Numerical integration. Stability analysis LECTURE 3: FLOWS NONLINEAR DYNAMICS AND CHAOS Patrick E McSharr Sstems Analsis, Modelling & Prediction Group www.eng.o.ac.uk/samp patrick@mcsharr.net Tel: +44 83 74 Numerical integration Stabilit analsis

More information

Improved Seventh-Order WENO Scheme

Improved Seventh-Order WENO Scheme 48th AIAA Aerospace Sciences Meeting Including the New Horizons Forum and Aerospace Eposition 4-7 January 2, Orlando, Florida AIAA 2-45 Improved Seventh-Order WENO Scheme Yiqing Shen Gecheng Zha Dept.

More information

The discontinuous Galerkin method with Lax Wendroff type time discretizations

The discontinuous Galerkin method with Lax Wendroff type time discretizations Comput. Methods Appl. Mech. Engrg. 94 (5) 458 4543 www.elsevier.com/locate/cma The discontinuous Galerkin method with La Wendroff tpe time discretizations Jianian Qiu a,, Michael Dumbser b, Chi-Wang Shu

More information

arxiv: v1 [physics.comp-ph] 11 Dec 2017

arxiv: v1 [physics.comp-ph] 11 Dec 2017 A Compact Fourth-order Gas-kinetic Scheme for the Euler and Navier-Stokes Solutions Xing Ji a, Liang Pan c, Wei Sh b, Kun Xu a,b, arxiv:72.363v [phsics.comp-ph] Dec 27 a Department of Mathematics, Hong

More information

Discontinuous Galerkin method for a class of elliptic multi-scale problems

Discontinuous Galerkin method for a class of elliptic multi-scale problems INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN FLUIDS Int. J. Numer. Meth. Fluids 000; 00: 6 [Version: 00/09/8 v.0] Discontinuous Galerkin method for a class of elliptic multi-scale problems Ling Yuan

More information

Well-Balanced Discontinuous Galerkin Methods for the Euler Equations Under Gravitational Fields

Well-Balanced Discontinuous Galerkin Methods for the Euler Equations Under Gravitational Fields J Sci Comput 6 67:49 5 DOI.7/s95-5-9-5 Well-Balanced Discontinuous Galerkin Methods for the Euler Equations Under Gravitational Fields Gang Li Yulong Xing Received: April 5 / Revised: Jul 5 / Accepted:

More information

Lecture 4.2 Finite Difference Approximation

Lecture 4.2 Finite Difference Approximation Lecture 4. Finite Difference Approimation 1 Discretization As stated in Lecture 1.0, there are three steps in numerically solving the differential equations. They are: 1. Discretization of the domain by

More information

A Microscopic-to-macroscopic crowd dynamic model

A Microscopic-to-macroscopic crowd dynamic model Electrical and Computer Engineering Facult Publications Electrical & Computer Engineering A Microscopic-to-macroscopic crowd dnamic model S. Al-Nasur Virginia Poltechnic Institute and State Universit Pushkin

More information

Roe Scheme in Generalized Coordinates; Part I- Formulations

Roe Scheme in Generalized Coordinates; Part I- Formulations Roe Scheme in Generalized Coordinates; Part I- Formulations M.. Kermani. G. Plett Department Of Mechanical & Aerospace ngineering Carleton Universit, Ottawa, Canada Abstract. Most of the computations b

More information

THE HEATED LAMINAR VERTICAL JET IN A LIQUID WITH POWER-LAW TEMPERATURE DEPENDENCE OF DENSITY. V. A. Sharifulin.

THE HEATED LAMINAR VERTICAL JET IN A LIQUID WITH POWER-LAW TEMPERATURE DEPENDENCE OF DENSITY. V. A. Sharifulin. THE HEATED LAMINAR VERTICAL JET IN A LIQUID WITH POWER-LAW TEMPERATURE DEPENDENCE OF DENSITY 1. Introduction V. A. Sharifulin Perm State Technical Universit, Perm, Russia e-mail: sharifulin@perm.ru Water

More information

Sung-Ik Sohn and Jun Yong Shin

Sung-Ik Sohn and Jun Yong Shin Commun. Korean Math. Soc. 17 (2002), No. 1, pp. 103 120 A SECOND ORDER UPWIND METHOD FOR LINEAR HYPERBOLIC SYSTEMS Sung-Ik Sohn and Jun Yong Shin Abstract. A second order upwind method for linear hyperbolic

More information

Numerical Investigation of Cavitation Bubble Collapsing Behavior

Numerical Investigation of Cavitation Bubble Collapsing Behavior First International Smposium on Marine Propulsors SMP 09, Trondheim, Norwa, June 009 Numerical Investigation of Cavitation Bubble Collapsing Behavior Beong Rog Shin 1 1 Deptartment of Mechanical Engineering,

More information

Received 6 August 2005; Accepted (in revised version) 22 September 2005

Received 6 August 2005; Accepted (in revised version) 22 September 2005 COMMUNICATIONS IN COMPUTATIONAL PHYSICS Vol., No., pp. -34 Commun. Comput. Phys. February 6 A New Approach of High OrderWell-Balanced Finite Volume WENO Schemes and Discontinuous Galerkin Methods for a

More information

CHAPTER 2: Partial Derivatives. 2.2 Increments and Differential

CHAPTER 2: Partial Derivatives. 2.2 Increments and Differential CHAPTER : Partial Derivatives.1 Definition of a Partial Derivative. Increments and Differential.3 Chain Rules.4 Local Etrema.5 Absolute Etrema 1 Chapter : Partial Derivatives.1 Definition of a Partial

More information

Research Article Development of a Particle Interaction Kernel Function in MPS Method for Simulating Incompressible Free Surface Flow

Research Article Development of a Particle Interaction Kernel Function in MPS Method for Simulating Incompressible Free Surface Flow Journal of Applied Mathematics Volume 2, Article ID 793653, 6 pages doi:.55/2/793653 Research Article Development of a Particle Interaction Kernel Function in MPS Method for Simulating Incompressible Free

More information

Finding Limits Graphically and Numerically. An Introduction to Limits

Finding Limits Graphically and Numerically. An Introduction to Limits 8 CHAPTER Limits and Their Properties Section Finding Limits Graphicall and Numericall Estimate a it using a numerical or graphical approach Learn different was that a it can fail to eist Stud and use

More information

Numerical solution of hyperbolic heat conduction in thin surface layers

Numerical solution of hyperbolic heat conduction in thin surface layers International Journal of Heat and Mass Transfer 50 (007) 9 www.elsevier.com/locate/ijhmt Numerical solution of hyperbolic heat conduction in thin surface layers Tzer-Ming Chen * Department of Vehicle Engineering,

More information

A Method for Geometry Optimization in a Simple Model of Two-Dimensional Heat Transfer

A Method for Geometry Optimization in a Simple Model of Two-Dimensional Heat Transfer A Method for Geometr Optimization in a Simple Model of Two-Dimensional Heat Transfer X. Peng, K. Niakhai B. Protas Jul, 3 arxiv:37.48v [math.na] 4 Jul 3 Abstract This investigation is motivated b the problem

More information

c 1999 Society for Industrial and Applied Mathematics

c 1999 Society for Industrial and Applied Mathematics SIAM J. SCI. COMPUT. Vol., No. 6, pp. 978 994 c 999 Societ for Industrial and Applied Mathematics A STUDY OF MONITOR FUNCTIONS FOR TWO-DIMENSIONAL ADAPTIVE MESH GENERATION WEIMING CAO, WEIZHANG HUANG,

More information

EVALUATION OF THERMAL TRANSPORT PROPERTIES USING A MICRO-CRACKING MODEL FOR WOVEN COMPOSITE LAMINATES

EVALUATION OF THERMAL TRANSPORT PROPERTIES USING A MICRO-CRACKING MODEL FOR WOVEN COMPOSITE LAMINATES EVALUATION OF THERMAL TRANSPORT PROPERTIES USING A MICRO-CRACKING MODEL FOR WOVEN COMPOSITE LAMINATES C. Luo and P. E. DesJardin* Department of Mechanical and Aerospace Engineering Universit at Buffalo,

More information

Semi-Discrete Central-Upwind Schemes with Reduced Dissipation for Hamilton-Jacobi Equations

Semi-Discrete Central-Upwind Schemes with Reduced Dissipation for Hamilton-Jacobi Equations Semi-Discrete Central-Upwind Schemes with Reduced Dissipation for Hamilton-Jacobi Equations Steve Bryson, Aleander Kurganov, Doron Levy and Guergana Petrova Abstract We introduce a new family of Godunov-type

More information

A Discontinuous Galerkin Moving Mesh Method for Hamilton-Jacobi Equations

A Discontinuous Galerkin Moving Mesh Method for Hamilton-Jacobi Equations Int. Conference on Boundary and Interior Layers BAIL 6 G. Lube, G. Rapin Eds c University of Göttingen, Germany, 6 A Discontinuous Galerkin Moving Mesh Method for Hamilton-Jacobi Equations. Introduction

More information

STABILIZED FEM SOLUTIONS OF MHD EQUATIONS AROUND A SOLID AND INSIDE A CONDUCTING MEDIUM

STABILIZED FEM SOLUTIONS OF MHD EQUATIONS AROUND A SOLID AND INSIDE A CONDUCTING MEDIUM Available online: March 09, 2018 Commun. Fac. Sci. Univ. Ank. Ser. A1 Math. Stat. Volume 68, Number 1, Pages 197 208 (2019) DOI: 10.1501/Commua1_0000000901 ISSN 1303 5991 http://communications.science.ankara.edu.tr/index.php?series=a1

More information

Chapter 2 Basic Conservation Equations for Laminar Convection

Chapter 2 Basic Conservation Equations for Laminar Convection Chapter Basic Conservation Equations for Laminar Convection Abstract In this chapter, the basic conservation equations related to laminar fluid flow conservation equations are introduced. On this basis,

More information

1.1 The Equations of Motion

1.1 The Equations of Motion 1.1 The Equations of Motion In Book I, balance of forces and moments acting on an component was enforced in order to ensure that the component was in equilibrium. Here, allowance is made for stresses which

More information

H. L. Atkins* NASA Langley Research Center. Hampton, VA either limiters or added dissipation when applied to

H. L. Atkins* NASA Langley Research Center. Hampton, VA either limiters or added dissipation when applied to Local Analysis of Shock Capturing Using Discontinuous Galerkin Methodology H. L. Atkins* NASA Langley Research Center Hampton, A 68- Abstract The compact form of the discontinuous Galerkin method allows

More information

CONTINUOUS SPATIAL DATA ANALYSIS

CONTINUOUS SPATIAL DATA ANALYSIS CONTINUOUS SPATIAL DATA ANALSIS 1. Overview of Spatial Stochastic Processes The ke difference between continuous spatial data and point patterns is that there is now assumed to be a meaningful value, s

More information

MMJ1153 COMPUTATIONAL METHOD IN SOLID MECHANICS PRELIMINARIES TO FEM

MMJ1153 COMPUTATIONAL METHOD IN SOLID MECHANICS PRELIMINARIES TO FEM B Course Content: A INTRODUCTION AND OVERVIEW Numerical method and Computer-Aided Engineering; Phsical problems; Mathematical models; Finite element method;. B Elements and nodes, natural coordinates,

More information

HFVS: An Arbitrary High Order Flux Vector Splitting Method

HFVS: An Arbitrary High Order Flux Vector Splitting Method HFVS: An Arbitrary High Order Flu Vector Splitting Method Yibing Chen, Song Jiang and Na Liu Institute of Applied Physics and Computational Mathematics, P.O. Bo 8009, Beijing 00088, P.R. China E-mail:

More information

Consideration of Shock Waves in Airbag Deployment Simulations

Consideration of Shock Waves in Airbag Deployment Simulations Consideration of Shock Waves in Airbag Deploment Simulations Doris Rieger BMW Group ABSTRACT When the inflation process of a simple flat airbag was simulated with the MADYMO gas flow module, the resulting

More information

Lévy stable distribution and [0,2] power law dependence of. acoustic absorption on frequency

Lévy stable distribution and [0,2] power law dependence of. acoustic absorption on frequency Lév stable distribution and [,] power law dependence of acoustic absorption on frequenc W. Chen Institute of Applied Phsics and Computational Mathematics, P.O. Box 89, Division Box 6, Beijing 88, China

More information

Simultaneous Orthogonal Rotations Angle

Simultaneous Orthogonal Rotations Angle ELEKTROTEHNIŠKI VESTNIK 8(1-2): -11, 2011 ENGLISH EDITION Simultaneous Orthogonal Rotations Angle Sašo Tomažič 1, Sara Stančin 2 Facult of Electrical Engineering, Universit of Ljubljana 1 E-mail: saso.tomaic@fe.uni-lj.si

More information

Topic02_PDE. 8/29/2006 topic02_pde 1. Computational Fluid Dynamics (AE/ME 339) MAE Dept., UMR

Topic02_PDE. 8/29/2006 topic02_pde 1. Computational Fluid Dynamics (AE/ME 339) MAE Dept., UMR MEAE 9 Computational Fluid Dnamics Topic0_ 89006 topic0_ Partial Dierential Equations () (CLW: 7., 7., 7.4) s can be linear or nonlinear Order : Determined b the order o the highest derivative. Linear,

More information

An improved ADI-DQM based on Bernstein polynomial for solving two-dimensional convection-diffusion equations

An improved ADI-DQM based on Bernstein polynomial for solving two-dimensional convection-diffusion equations Mathematical Theor and Modeling ISSN -50 (Paper) ISSN 5-05(Online) Vol 3, No.1, 013 An improved ADI-DQM based on Bernstein polnomial for solving two-dimensional convection-diffusion equations A.S.J. Al-

More information

5.3.3 The general solution for plane waves incident on a layered halfspace. The general solution to the Helmholz equation in rectangular coordinates

5.3.3 The general solution for plane waves incident on a layered halfspace. The general solution to the Helmholz equation in rectangular coordinates 5.3.3 The general solution for plane waves incident on a laered halfspace The general solution to the elmhol equation in rectangular coordinates The vector propagation constant Vector relationships between

More information

High order finite difference WENO schemes with positivity-preserving. limiter for correlated random walk with density-dependent turning rates

High order finite difference WENO schemes with positivity-preserving. limiter for correlated random walk with density-dependent turning rates High order finite difference WENO schemes with positivity-preserving limiter for correlated random walk with density-dependent turning rates Yan Jiang, Chi-Wang Shu and Mengping Zhang 3 Abstract In this

More information

Hierarchical Reconstruction with up to Second Degree Remainder for Solving Nonlinear Conservation Laws

Hierarchical Reconstruction with up to Second Degree Remainder for Solving Nonlinear Conservation Laws Hierarchical Reconstruction with up to Second Degree Remainder for Solving Nonlinear Conservation Laws Dedicated to Todd F. Dupont on the occasion of his 65th birthday Yingjie Liu, Chi-Wang Shu and Zhiliang

More information

Analytic Solutions of Partial Differential Equations

Analytic Solutions of Partial Differential Equations ii Analtic Solutions of Partial Differential Equations 15 credits Taught Semester 1, Year running 3/4 MATH3414 School of Mathematics, Universit of Lee Pre-requisites MATH36 or MATH4 or equivalent. Co-requisites

More information

Chapter 6 2D Elements Plate Elements

Chapter 6 2D Elements Plate Elements Institute of Structural Engineering Page 1 Chapter 6 2D Elements Plate Elements Method of Finite Elements I Institute of Structural Engineering Page 2 Continuum Elements Plane Stress Plane Strain Toda

More information

All speed scheme for the low mach number limit of the Isentropic Euler equation

All speed scheme for the low mach number limit of the Isentropic Euler equation arxiv:98.99v [math-ph] 3 Aug 9 All speed scheme for the low mach number limit of the Isentropic Euler equation Pierre Degond,, Min Tang, -Université de Toulouse; UPS, INSA, UT, UTM ; Institut de Mathématiques

More information

Finding Limits Graphically and Numerically. An Introduction to Limits

Finding Limits Graphically and Numerically. An Introduction to Limits 60_00.qd //0 :05 PM Page 8 8 CHAPTER Limits and Their Properties Section. Finding Limits Graphicall and Numericall Estimate a it using a numerical or graphical approach. Learn different was that a it can

More information

SECOND ORDER ALL SPEED METHOD FOR THE ISENTROPIC EULER EQUATIONS. Min Tang. (Communicated by the associate editor name)

SECOND ORDER ALL SPEED METHOD FOR THE ISENTROPIC EULER EQUATIONS. Min Tang. (Communicated by the associate editor name) Manuscript submitted to AIMS Journals Volume X, Number X, XX 2X Website: http://aimsciences.org pp. X XX SECOND ORDER ALL SPEED METHOD FOR THE ISENTROPIC EULER EQUATIONS Min Tang Department of Mathematics

More information

On the Missing Modes When Using the Exact Frequency Relationship between Kirchhoff and Mindlin Plates

On the Missing Modes When Using the Exact Frequency Relationship between Kirchhoff and Mindlin Plates On the Missing Modes When Using the Eact Frequenc Relationship between Kirchhoff and Mindlin Plates C.W. Lim 1,*, Z.R. Li 1, Y. Xiang, G.W. Wei 3 and C.M. Wang 4 1 Department of Building and Construction,

More information

UNSTEADY LOW REYNOLDS NUMBER FLOW PAST TWO ROTATING CIRCULAR CYLINDERS BY A VORTEX METHOD

UNSTEADY LOW REYNOLDS NUMBER FLOW PAST TWO ROTATING CIRCULAR CYLINDERS BY A VORTEX METHOD Proceedings of the 3rd ASME/JSME Joint Fluids Engineering Conference Jul 8-23, 999, San Francisco, California FEDSM99-8 UNSTEADY LOW REYNOLDS NUMBER FLOW PAST TWO ROTATING CIRCULAR CYLINDERS BY A VORTEX

More information

Chapter 2 Overview of the Simulation Methodology

Chapter 2 Overview of the Simulation Methodology Chapter Overview of the Simulation Methodolog. Introduction This chapter presents an overview of the simulation methodolog that comprises both the art and science involved in simulating phsical phenomena.

More information

The Numerical Analysis and Experiment of Shock Processing for Bouef

The Numerical Analysis and Experiment of Shock Processing for Bouef Int. Jnl. of Multiphsics Volume 4 Number 4 2010 329 The Numerical Analsis and Eperiment of Shock Processing for Bouef Yusuke YAMASHITA*, Asuka ODA*, Takeshi HUJII*, Hironori MAEHARA*, M Moatamedi**, Shigeru

More information

4.7. Newton s Method. Procedure for Newton s Method HISTORICAL BIOGRAPHY

4.7. Newton s Method. Procedure for Newton s Method HISTORICAL BIOGRAPHY 4. Newton s Method 99 4. Newton s Method HISTORICAL BIOGRAPHY Niels Henrik Abel (18 189) One of the basic problems of mathematics is solving equations. Using the quadratic root formula, we know how to

More information

Wavelet-Based Linearization Method in Nonlinear Systems

Wavelet-Based Linearization Method in Nonlinear Systems Wavelet-Based Linearization Method in Nonlinear Sstems Xiaomeng Ma A Thesis In The Department of Mechanical and Industrial Engineering Presented in Partial Fulfillment of the Requirements for the Degree

More information

Three-Dimensional Explicit Parallel Finite Element Analysis of Functionally Graded Solids under Impact Loading. Ganesh Anandakumar and Jeong-Ho Kim

Three-Dimensional Explicit Parallel Finite Element Analysis of Functionally Graded Solids under Impact Loading. Ganesh Anandakumar and Jeong-Ho Kim Three-Dimensional Eplicit Parallel Finite Element Analsis of Functionall Graded Solids under Impact Loading Ganesh Anandaumar and Jeong-Ho Kim Department of Civil and Environmental Engineering, Universit

More information

520 Chapter 9. Nonlinear Differential Equations and Stability. dt =

520 Chapter 9. Nonlinear Differential Equations and Stability. dt = 5 Chapter 9. Nonlinear Differential Equations and Stabilit dt L dθ. g cos θ cos α Wh was the negative square root chosen in the last equation? (b) If T is the natural period of oscillation, derive the

More information

A Central Compact-Reconstruction WENO Method for Hyperbolic Conservation Laws

A Central Compact-Reconstruction WENO Method for Hyperbolic Conservation Laws A Central Compact-Reconstruction WENO Method for Hyperbolic Conservation Laws Kilian Cooley 1 Prof. James Baeder 2 1 Department of Mathematics, University of Maryland - College Park 2 Department of Aerospace

More information

A data-driven shock capturing approach for discontinuous Galekin methods

A data-driven shock capturing approach for discontinuous Galekin methods A data-driven shock capturing approach for discontinuous Galekin methods Jian Yu a, Jan S Hesthaven b, Chao Yan a, a School of Aeronautic Science and Engineering, Beihang Universit, Beijing 9, China b

More information

4 Strain true strain engineering strain plane strain strain transformation formulae

4 Strain true strain engineering strain plane strain strain transformation formulae 4 Strain The concept of strain is introduced in this Chapter. The approimation to the true strain of the engineering strain is discussed. The practical case of two dimensional plane strain is discussed,

More information

A high order Padé ADI method for unsteady convection-diffusion equations

A high order Padé ADI method for unsteady convection-diffusion equations Center for Turbulence Research Annual Research Briefs 2005 85 A high order Padé ADI method for unstead convection-diffusion equations B D. You 1. Motivation and objectives The unstead convection-diffusion

More information

Two-Dimensional Analysis of the Power Transfer between Crossed Laser Beams

Two-Dimensional Analysis of the Power Transfer between Crossed Laser Beams Two-Dimensional Analsis of the Power Transfer between Crossed Laser Beams The indirect-drive approach to inertial confinement fusion involves laser beams that cross as the enter the hohlraum. Ionacoustic

More information

RANGE CONTROL MPC APPROACH FOR TWO-DIMENSIONAL SYSTEM 1

RANGE CONTROL MPC APPROACH FOR TWO-DIMENSIONAL SYSTEM 1 RANGE CONTROL MPC APPROACH FOR TWO-DIMENSIONAL SYSTEM Jirka Roubal Vladimír Havlena Department of Control Engineering, Facult of Electrical Engineering, Czech Technical Universit in Prague Karlovo náměstí

More information

Additional Topics in Differential Equations

Additional Topics in Differential Equations 6 Additional Topics in Differential Equations 6. Eact First-Order Equations 6. Second-Order Homogeneous Linear Equations 6.3 Second-Order Nonhomogeneous Linear Equations 6.4 Series Solutions of Differential

More information

INF Introduction to classifiction Anne Solberg Based on Chapter 2 ( ) in Duda and Hart: Pattern Classification

INF Introduction to classifiction Anne Solberg Based on Chapter 2 ( ) in Duda and Hart: Pattern Classification INF 4300 151014 Introduction to classifiction Anne Solberg anne@ifiuiono Based on Chapter 1-6 in Duda and Hart: Pattern Classification 151014 INF 4300 1 Introduction to classification One of the most challenging

More information

A class of the fourth order finite volume Hermite weighted essentially non-oscillatory schemes

A class of the fourth order finite volume Hermite weighted essentially non-oscillatory schemes Science in China Series A: Mathematics Aug., 008, Vol. 51, No. 8, 1549 1560 www.scichina.com math.scichina.com www.springerlink.com A class of the fourth order finite volume Hermite weighted essentially

More information

c 2012 Society for Industrial and Applied Mathematics

c 2012 Society for Industrial and Applied Mathematics SIAM J. NUMER. ANAL. Vol. 5, No., pp. 544 573 c Society for Industrial and Applied Mathematics ARBITRARILY HIGH-ORDER ACCURATE ENTROPY STABLE ESSENTIALLY NONOSCILLATORY SCHEMES FOR SYSTEMS OF CONSERVATION

More information

1/f spectral trend and frequency power law of lossy media

1/f spectral trend and frequency power law of lossy media 1/f spectral trend and frequenc power law of loss media W. Chen Simula Research Laborator, P. O. Box. 134, 135 Lsaker, Norwa (5 Ma 3) The dissipation of acoustic wave propagation has long been found to

More information

A RESCALING VELOCITY METHOD FOR DISSIPATIVE KINETIC EQUATIONS APPLICATIONS TO GRANULAR MEDIA

A RESCALING VELOCITY METHOD FOR DISSIPATIVE KINETIC EQUATIONS APPLICATIONS TO GRANULAR MEDIA A RESCALING VELOCITY METHOD FOR DISSIPATIVE KINETIC EQUATIONS APPLICATIONS TO GRANULAR MEDIA FRANCIS FILBET AND THOMAS REY Abstract. We present a new numerical algorithm based on a relative energ scaling

More information

f x, y x 2 y 2 2x 6y 14. Then

f x, y x 2 y 2 2x 6y 14. Then SECTION 11.7 MAXIMUM AND MINIMUM VALUES 645 absolute minimum FIGURE 1 local maimum local minimum absolute maimum Look at the hills and valles in the graph of f shown in Figure 1. There are two points a,

More information

1.3 LIMITS AT INFINITY; END BEHAVIOR OF A FUNCTION

1.3 LIMITS AT INFINITY; END BEHAVIOR OF A FUNCTION . Limits at Infinit; End Behavior of a Function 89. LIMITS AT INFINITY; END BEHAVIOR OF A FUNCTION Up to now we have been concerned with its that describe the behavior of a function f) as approaches some

More information

DIGITAL CORRELATION OF FIRST ORDER SPACE TIME IN A FLUCTUATING MEDIUM

DIGITAL CORRELATION OF FIRST ORDER SPACE TIME IN A FLUCTUATING MEDIUM DIGITAL CORRELATION OF FIRST ORDER SPACE TIME IN A FLUCTUATING MEDIUM Budi Santoso Center For Partnership in Nuclear Technolog, National Nuclear Energ Agenc (BATAN) Puspiptek, Serpong ABSTRACT DIGITAL

More information

University of Cape Town

University of Cape Town The copright of this thesis vests in the author. No quotation from it or information derived from it is to be published without full acknowledgement of the source. The thesis is to be used for private

More information

( ) ( ) ( ), ( 0 ), ( 0)

( ) ( ) ( ), ( 0 ), ( 0) . (a Find the eigenvalues and eigenfunctions of problem: (b The differential equation ( ( ( =, - =, =. (8% - - = has one basis solution =. Show that the other basis solution on the interval - < < is =

More information

Periodic Structures in FDTD

Periodic Structures in FDTD EE 5303 Electromagnetic Analsis Using Finite Difference Time Domain Lecture #19 Periodic Structures in FDTD Lecture 19 These notes ma contain coprighted material obtained under fair use rules. Distribution

More information

Inverse Lax-Wendroff Procedure for Numerical Boundary Conditions of. Conservation Laws 1. Abstract

Inverse Lax-Wendroff Procedure for Numerical Boundary Conditions of. Conservation Laws 1. Abstract Inverse Lax-Wendroff Procedure for Numerical Boundary Conditions of Conservation Laws Sirui Tan and Chi-Wang Shu 3 Abstract We develop a high order finite difference numerical boundary condition for solving

More information

UNIT 4 HEAT TRANSFER BY CONVECTION

UNIT 4 HEAT TRANSFER BY CONVECTION UNIT 4 HEAT TRANSFER BY CONVECTION 4.1 Introduction to convection 4. Convection boundar laers 4..1 Hdrodnamic boundar laer over flat plate 4.. Thermal boundar laer 4..3 Concentration boundar laer 4.3 Dimensional

More information

Infinite Limits. Let f be the function given by. f x 3 x 2.

Infinite Limits. Let f be the function given by. f x 3 x 2. 0_005.qd //0 :07 PM Page 8 SECTION.5 Infinite Limits 8, as Section.5, as + f() = f increases and decreases without bound as approaches. Figure.9 Infinite Limits Determine infinite its from the left and

More information

EP225 Note No. 4 Wave Motion

EP225 Note No. 4 Wave Motion EP5 Note No. 4 Wave Motion 4. Sinusoidal Waves, Wave Number Waves propagate in space in contrast to oscillations which are con ned in limited regions. In describing wave motion, spatial coordinates enter

More information