求解哈密顿—雅可比方程和非守恒双曲方程组的高分辨率方法
详细信息    本馆镜像全文|  推荐本文 |  |   获取CNKI官网全文
摘要
本文主要研究高分辨率方法,如高阶有限差分和有限体积加权本质无振荡格式(即:WENO格式)以及间断Gerlerkin有限元方法(即:DG方法),用于求解哈密顿-雅可比方程和非守恒双曲方程组,特别是流体力学中的非守恒欧拉方程组;并成功地应用于行人流问题和多相流问题。论文主要分为如下两大部分:
     论文的第一大部分,我们推广了求解静态哈密顿-雅可比方程中的快速扫描三阶WENO格式至快速扫描五阶WENO格式,其中包含静态哈密顿-雅可比方程中一类特殊的方程,Eikonal方程。结合快速扫描高阶WENO格式求解Eikonal方程,高阶WENO格式求解双曲守恒律方程,以及Runge-Kutta时间离散,我们对二维宏观动态反应连续行人流模型进行了高阶数值模拟。宏观动态反应连续行人流模型是基于动态反应行人平衡原则,在此原则下行人选择行进路线,使得到达目的地的瞬时行进成本最小。它的控制方程为行人流密度的质量守恒双曲方程以及决定流通量方向的势函数的Eikonal方程的耦合方程组。通过数值模拟比较,高阶格式在粗网格下能够更有效的得出相应低阶格式细网格下的结果。而且我们用高阶高分辨率方法模拟宏观相向行人流模型,得出了明显的相向行人流分层现象,相比于微观模型下的行人流分层现象,宏观模型能更加有效更加快速的得到这样的结果。对于依赖时间的哈密顿-雅可比方程,本质无振荡格式(即:ENO格式)和WENO格式,以及DG方法和局部间断Galerkin有限元方法(即:LDG方法),都是求解此类方程的非常有效的高阶高分辨率方法。本文中,围绕哈密顿-雅可比方程,我们给出了直接求解一维和二维依赖时间的哈密顿-雅可比方程的DG方法和LDG方法的最优L2先验误差估计。
     论文的第二大部分,我们用高阶有限体积WENO格式和次区间分辨技巧求解非守恒欧拉方程组,并应用于多相流问题。高分辨率方法如有限差分和有限体积高阶ENO格式和WENO格式,都能够很好的求解单介质的守恒欧拉方程组。但对于多介质的守恒欧拉方程组,高分辨率方法在介质界面处有很强的振荡,这种振荡是目前几乎所有经典格式都本质存在的。因此对于这种多介质问题,如果考虑原始变量的非守恒方程组,它能够更好的模拟多介质界面移动的问题,并能够得到精准单调的解。对于包含非守恒乘积项的方程组,严格的弱解是定义在一组积分路径上的。基于路径积分理论,C. Pares等人发展了一系列的路径守恒格式,但这些格式大部分只应用于求解浅水方程。路径守恒格式主要的问题是如何得到正确的积分路径,并确保数值解能够收敛到正确的解。R.Abgrall和S.Karni在2010年指出这种路径守恒格式在求解非守恒欧拉方程组时存在着问题,路径守恒格式收敛不到正确的激波解。本文中,我们指出大部分本质无振荡格式,如全变差递减格式(即:TVD格式),ENO和WENO格式,它们在间断处都会被抹平。这种抹平,使得格式的解在间断处存在过渡点,并且这种过渡点没有落在真正的间断积分路径上。因此路径守恒格式通过这些过渡点来构造积分曲线,不能够得到正确的积分路径,从而得不到正确的数值解。我们的做法是采用有限体积WENO格式和次区间分辨技巧,尽可能减少间断面的过渡点,来磨尖数值格式在间断面处的解。我们通过相邻区间的近似多项式延伸来得到数值格式在包含间断的区间里间断面处两端的点值,然后求解这组端点值满足的守恒欧拉方程组的黎曼问题。最后我们用该黎曼问题的真解作为包含间断的区间间断面处的积分路径,从而可以得到比较正确的路径守恒格式。一维欧拉方程组的单介质和多介质流问题的数值试验验证了我们新方法的有效性。
This dissertation introduces high resolution schemes, such as finite difference and finite volume essentially non-oscillatory (ENO) and weighted essentially non-oscillatory (WENO) schemes, and discontinuous Galerkin (DG) finite element method, for solving Hamilton-Jacobi equations and nonconservative hyperbolic systems, espe-cially nonconservative Euler equations in fluid dynamics, with applications to pedes-trian flow models and multi-phase flow problems. The dissertation is mainly divided into the following two parts:
     In the first part of the dissertation, we first extend the fast sweeping third order WENO scheme for solving static Hamilton-Jacobi equations to fast sweeping fifth or-der WENO scheme, including the Eikonal equations, which is a special class of static Hamilton-Jacobi equations. We apply the fast sweeping high order WENO scheme for solving the Eikonal equation coupled with the high order WENO scheme for solv-ing the hyperbolic conservation law equation, with Runge-Kutta time discretization, to numerically simulate the two-dimensional macroscopic reactive dynamic continuum pedestrian flow models. The macroscopic reactive dynamic continuum pedestrian flow models are based on the dynamic user equilibrium principle, which minimizes the in-stantaneous travel cost for a pedestrian choosing a route towards his or her destination, and contain a mass conservation law equation for the pedestrian flow density, cou-pled with an Eikonal equation of potential function for deciding the direction of the flow flux. Comparing the numerical results, we have found that high order numerical schemes with much coarser mesh sizes can efficiently obtain almost the same results for lower order scheme with much more refined mesh sizes. We also use the high order high resolution scheme to simulate the crossing pedestrian flow models, and we can obtain the explicit lane formation phenomenon, which is similar to the microscopic pedestrian flow models, but our macroscopic model is much more efficient and effec-tive. For time dependent Hamilton-Jacobi equations, ENO and WENO schemes, DG and LDG methods, all are very efficient high order high resolution schemes for solv- ing such type of equations. In this dissertation, with respect to the Hamilton-Jacobi equations, we give an optimal L2priori error estimate of the one-dimensional and two-dimensional DG and LDG methods for directly solving the time dependent Hamilton-Jacobi equations.
     In the second part of the dissertation, we use the high order finite volume WENO scheme with subcell resolution for computing the nonconservative Euler equations, with application to multi-phase flows. High resolution schemes, such as finite differ-ence and finite volume ENO and WENO schemes, can well solve the single component conservative Euler equations. However, for multicomponent conservative Euler equa-tions, these numerical schemes show strong oscillations around the material interfaces, which is inherent for most of the current classic numerical schemes. Therefore, if we consider the primitive variables for the nonconservative Euler equations, it provides a model better suited for computations of propagating material fronts for the multicom-ponent flow models, and can result in clean and monotonic solution profiles. A rigorous definition of weak solutions has been given to the nonconservative products with the choice of a family of paths. Many path conservative schemes based on the path conser-vative theory have been developed by C. Pares et al., but only applied to shallow water equations. The main problem for the path conservative scheme is how to define the path and how does the numerical solution converge to the correct solution. R. Abgrall and S. Kami in2010pointed out the limitations of such path conservative schemes for computing nonconservative Euler equations. These schemes can not catch the right shock positions. In this dissertation, we identify that, most non-oscillatory schemes, such as total variational diminishing (TVD) scheme, ENO and WENO schemes, they would smear around the discontinuities with transitional points not landing on the cor-rect shock profiles, and the definition of paths based on these transitional points at the discontinuities, could not give us the right shock integral path, and would lead to the wrong numerical solutions. Our basic idea is that we use the finite volume WENO scheme with subcell resolution, to sharpen the smeared solution profile and greatly re-duce the transitional points, and we also extend the polynomials from the two adjacent cells to compute the limiting values at the discontinuous cell boundaries. With these boundary values, we can form a Riemann problem for conservative Euler equations. We use the exact Riemann solutions as the integral paths in the discontinuous cells, which would be a much more accurate path conservative scheme. Numerical exper-iments in one-dimensional Euler equations for one and two medium flows show the efficiency of our new approach.
引文
[1]R. Abgrall, Numerical discretization of the first-order Hamilton-Jacobi equation on triangu-lar meshes, Communications on Pure and Applied Mathematics,49 (1996),1339-1373.
    [2]R. Abgrall, How to prevent pressure oscillations in multicomponent flow calculations:a quasi-conservative approach, Journal of Computational Physics,125 (1996),150-160.
    [3]R. Abgrall and S. Karni, Computations of compressible multifluids, Journal of Computa-tional Physics,169 (2001),594-623.
    [4]R. Abgrall and S. Kami, A comment on the computation of non-conservative products, Jour-nal of Computational Physics,229 (2010),2759-2763.
    [5]D. Adalsteinsson and J.A. Sethian, A fast level set method for propagating interfaces, Journal of Computational Physics,118 (1995),269-277.
    [6]M. Asano, A. Sumalee, M. Kuwanhara and S. Tanaka, Dynamic cell-transmission-based pedestrian model with multidirectional flows and strategic route choices, Transportation Re-search Record,2039 (2007),42-49.
    [7]M. Bardi and I. Capuzzo-Dolcetta, Optimal control and viscosity solutions of Hamilton-Jacobi-Bellman equations, Birkhauser, Boston,1997.
    [8]R. Biswas, K.D. Devine and J. Flaherty, Parallel, adaptive finite element methods for con-servation laws, Applied Numerical Mathematics,14 (1994),255-283.
    [9]M. Boue and P. Dupuis, Markov chain approximations for deterministic control problems with affine dynamics and quadratic cost in the control, SIAM Journal on Numerical Analysis, 36 (1999),667-695.
    [10]E.H. van Brummelen and B. Koren, A pressure-invariant conservative Godunov-type method for barotropic two-fluid flows, Journal of Computational Physics,185 (2003),289-308.
    [11]C. Burstedde, K. Klauck, A. Schadschneider and J. Zittartz, Simulation of pedestrian dy-namics using a two-dimensional cellular automaton, Physica A,295 (2001),507-525.
    [12]P. Castillo, B. Cockburn, I. Perugia and D. Schotzau, An a priori error analysis of the local discontinuous Galerkin method for elliptic problems, SIAM Journal on Numerical Analysis, 38 (2000),1676-1706.
    [13]P. Castillo, B. Cockburn, D. Schotzau and C. Schwab, Optimal a priori error estimates for the HP-version of the local discontinuous Galerkin method for the convection-diffusion prob-lems, Mathematics of Computation,71 (2001),455-478.
    [14]M.J. Castro, E.D. Femandez-Nieto, A.M. Ferreiro, J.A. Garcia-Rodriguez and C. Pares, High order extensions of Roe schemes for two-dimensional nonconservative hyperbolic sys-tems, Journal of Scientific Computing,39 (2009),67-114.
    [15]M.J. Castro, J.M. Gallardo and C. Pares., High order finite volume schemes based on recon-struction of states for solving hyperbolic systems with nonconservative products. Application to shallow-water systems, Mathematics of Computation,75 (2006),1103-1134.
    [16]M.J. Castro, P. LeFloch, M.L. Munoz-Ruiz and C. Pares, Why many theories of shock waves are necessary:Convergence error in formally path-consistent schemes, Journal of Computa-tional Physics,227 (2008),8107-8129.
    [17]T.-J. Chen and C.H. Cooke, On the Riemann problem for liquid or gas-liquid media, Inter-national Journal for Numerical Methods in Fluids,18 (1994),529-541.
    [18]Y. Cheng and C.-W. Shu, A discontinuous Galerkin finite element method for directly solv-ing the Hamilton-Jacobi equations, Journal of Computational Physics,223 (2007),398-415.
    [19]P. Ciarlet, The Finite Element Method for Elliptic Problem, North Holland,1975.
    [20]J.-P. Cocchi and R. Saurel, A Riemann problem based method for the resolution of com-pressible multimaterial flows, Journal of Computational Physics,137 (1997),265-298.
    [21]B. Cockburn, S. Hou and C.-W. Shu, The Runge-Kutta local projection discontinuous Galerkin finite element method for conservation laws Ⅳ:the multidimensional case, Math-ematics of Computation,54 (1990),545-581.
    [22]B. Cockburn, G. Kanschat, I. Perugia and D. Schotzau, Superconvergence of the local dis-continuous Galerkin method for elliptic problems on Cartesian grids, SIAM Journal on Nu-merical Analysis 39 (2001),264-285.
    [23]B. Cockburn, G. Karniadakis and C.-W. Shu, The development of discontinuous Galerkin methods, in Discontinuous Galerkin Methods:Theory, Computation and Applications, B. Cockburn, G. Karniadakis and C.-W. Shu, editors, Lecture Notes in Computational Science and Engineering, Volume 11, Springer,2000, Part Ⅰ:Overview,3-50.
    [24]B. Cockburn, S.-Y. Lin and C.-W. Shu, TVB Runge-Kutta local projection discontinuous Galerkin finite element method for conservation laws Ⅲ:one dimensional systems, Journal of Computational Physics,84 (1989),90-113.
    [25]B. Cockburn and C.-W. Shu, TVB Runge-Kutta local projection discontinuous Galerkin fi- nite element method for conservation laws Ⅱ:general framework, Mathematics of Compu-tation,52 (1989),411-435.
    [26]B. Cockburn and C.-W. Shu, The Runge-Kutta local projection P1-discontinuous Galerkin finite element method for scalar conservation laws, Mathematical Modelling and Numerical Analysis (M2 AN),25 (1991),337-361.
    [27]B. Cockburn and C.-W. Shu, The Runge-Kutta discontinuous Galerkin method for conser-vation laws V:Multidimensional systems, Journal of Computational Physics,141 (1998), 199-224.
    [28]B. Cockburn and C.-W. Shu, The local discontinuous Galerkin method for time-dependent convection-diffusion systems, SIAM Journal on Numerical Analysis,35 (1998),2440-2463.
    [29]B. Cockburn and C.-W. Shu, Runge-Kutta discontinuous Galerkin methods for convection-dominated problems, Journal of Scientific Computing,16 (2001),173-261.
    [30]M. Crandall and P.L. Lions, Viscosity solutions of Hamilton-Jacobi equations, Transactions of American Mathematical Society,277 (1983),1-42.
    [31]M. Crandall and P.L. Lions, Monotone difference approximations for scalar conservation laws, Mathematics of Computation,34 (1984),1-19.
    [32]G. Dal Maso, P. LeFloch and F. Murat, Definition and weak stability of non-conservative products, Journal of Math Pures Application,74 (1995),483-548.
    [33]B. Dong and C.-W. Shu, Analysis of a local discontinuous Galerkin method for linear time-dependent fourth-order problems, SIAM Journal on Numerical Analysis,47 (2009),3240-3268.
    [34]J.S. Drake, J.L. Schofer and A.D. May, A statistical analysis of speed-density hypotheses, in vehicular traffic science, Proceedings of the Third International Symposium on the Theory of Traffic Flow, New York (1967),112-117.
    [35]M. Dumbser and E.F. Toro, A simple extension of the Osher Riemann solver to non-conservative hyperbolic systems, Journal of Scientific Computing,48 (2011),70-88.
    [36]R.P. Fedkiw, T. Aslam, B. Merriman and S. Osher, A non-oscillatory Eulerian approach to interfaces in multimaterial flows (the Ghost Fluid Method), Journal of Computational Physics,152 (1999),457-492.
    [37]R.P. Fedkiw, A. Marquina and B. Merriman, An isobaric fix for the overheating problem in multimaterial compressible flows, Journal of Computational Physics,148 (1999),545-578.
    [38]S. Gottlieb, D.I. Ketcheson and C.-W. Shu, High order strong stability preserving time dis- cretizations, Journal of Scientific Computing,38 (2009),251-289.
    [39]A. Harten, ENO schemes with subcell resolution, Journal of Computational Physics,83 (1989),148-184.
    [40]A. Harten, B. Engquist, S. Osher and S. Chakravarthy, Uniformly high order essentially non-oscillatory schemes Ⅲ, Journal of Computational Physics,71 (1987),231-303.
    [41]A. Harten and J.M. Hyman, Self adjusting grid methods for one-dimensional hyperbolic conservation laws, Journal of Computational Physics,50 (1983),235-269.
    [42]D. Helbing, Traffic and related self-driven many-particle systems, Reviews of Modern Physics,73 (2001),1067-1141.
    [43]D. Helbing, I.J. Farkas, P. Molnar and T. Vicsek, Simulation of pedestrian crowds in nor-mal and evacuation situations, M. Schreckenberg and S.D. Sharma (eds.), In Pedestrian and Evacuation Dynamics, Springer, Berlin, (2002),21-58.
    [44]D. Helbing and P. Molnar, Social force model for pedestrian dynamics, Physical Review E, 51 (1995),4282-4286.
    [45]D. Helbing and T. Vicsek, Optimal self-organization, New Journal of Physics,1 (1999), 1-17.
    [46]H.W. Ho and S.C. Wong, Two-dimensional continuum modeling approach to transportation problems, Journal of Transportation Systems Engineering and Information Technology,6 (2006),53-72.
    [47]H.W. Ho and S.C. Wong, Housing allocation problem in a continuum transportation system, Transportmetrica,3 (2007),21-39.
    [48]H.W. Ho, S.C. Wong and B.P.Y. Loo, Combined distribution and assignment model for a continuum traffic equilibrium problem with multiple user classes, Transportation Research Part B,40 (2006),633-650.
    [49]H.W. Ho, S.C. Wong, H. Yang and B.P.Y. Loo, Cordon-based congestion pricing in a con-tinuum traffic equilibrium system, Transportation Research Part A,39 (2005),813-834.
    [50]S.P. Hoogendoorn and P.H.L. Bovy, Pedestrian route-choice and activity scheduling theory and models, Transportation Research Part B,38 (2004a),169-190.
    [51]S.P. Hoogendoorn and P.H.L. Bovy, Dynamic user-optimal assignment in continuous time and space, Transportation Research Part B,38 (2004b),571-592.
    [52]S.P. Hoogendoorn, P.H.L. Bovy and W. Daamen, Walking infrastructure design assessment by continuous space dynamic assignment modeling, Journal of Advanced Transportation,38 (2003),69-92.
    [53]T.Y. Hou and P. LeFloch, Why nonconservative schemes converge to wrong solutions:Error analysis, Mathematics of Computation,62 (1994),497-530.
    [54]C. Hu and C.-W. Shu, A discontinuous Galerkin finite element method for Hamilton-Jacobi equations, SIAM Journal on Scientific Computing,21 (1999),666-690.
    [55]L. Huang, C.-W. Shu and M. Zhang, Numerical boundary conditions for the fast sweep-ing high order WENO methods for solving the Eikonal equation, Journal of Computational Mathematics,26 (2008),1-11.
    [56]L. Huang, S.C. Wong, M. Zhang, C.-W. Shu and W.H.K. Lam, Revisiting Hughes'dynamic continuum model for pedestrian flow and the development of an efficient solution algorithm, Transportation Research Part B:Methodological,43 (2009),127-141.
    [57]L. Huang, Y. Xia, S.C. Wong, C.-W. Shu, M. Zhang and W.H.K. Lam, A dynamic continuum model for bi-directional pedestrian flows, Proceedings of the Institution of Civil Engineers: Engineering and Computational Mechanics,162(2009),67-75.
    [58]R.L. Hughes, A continuum theory for the flow of pedestrians, Transportation Research Part B,36 (2002),507-535.
    [59]G. Jiang and D.P. Peng, Weighted ENO schemes for Hamilton-Jacobi equations, SIAM Jour-nal on Scientific Computing,21 (2000),2126-2143.
    [60]G. Jiang and C.-W. Shu, On cell entropy inequality for discontinuous Galerkin methods, Mathematics of Computation,62 (1994),531-538.
    [61]G. Jiang and C.-W. Shu, Efficient implementation of weighted ENO schemes, Journal of Computational Physics,126 (1996),202-228.
    [62]R. Jiang and Q.S. Wu, Pedestrian behaviors in a lattice gas model with large maximum velocity, Physica A,373 (2007),683-693.
    [63]Y. Jiang, T. Xiong, S.C.Wong, C.-W. Shu, M. Zhang, P. Zhang and William H.K. Lam., A Reactive Dynamic Continuum User Equilibrium Model for Bi-Directional Pedestrian Flows, Acta Mathematica Scientia,29B (2009),1541-1555.
    [64]S. Karni, Viscous shock profiles and primitive formulations, SIAM Journal on Numerical Analysis,29 (1992),1592-1609.
    [65]S. Karni, Multicomponent flow calculations by a consistent primitive algorithm, Journal of Computational Physics,112 (1994),31-43.
    [66]H. Kuang, X. Li, T. Song and S. Dai, Analysis of pedestrian dynamics in counter flow via an extended lattice gas model, Physical Review E,78 (2008),066117.
    [67]H. Kuang, T. Song T, X. Li and S. Dai, Subconscious effect on pedestrian counter flow, Chinese Physics Letters,25 (2008),1498-1501.
    [68]B. Larrouturou, How to preserve the mass fractions positivity when computing compressible multi-component flow, Journal of Computational Physics,95 (1991),31-43.
    [69]P. Lesaint and P.A. Raviart, On a finite element method for solving the neutron transport equation, in Mathematical Aspects of Finite Elements in Partial Differential Equations, C. de Boor, ed., Academic Press, New York,1974,89-145.
    [70]R.J. LeVeque, Numerical Methods for Conservation Laws, Birkhauser Verlag, Bazel, (1990).
    [71]R.J. LeVeque, Finite Volume Methods for Hyperbolic problems, Cambridge University Press, (2004).
    [72]F. Li and C.-W. Shu, Reinterpretation and simplified implementation of a discontinuous Galerkin method for Hamilton-Jacobi equations, Applied Mathematics Letters,18 (2005), 1204-1209.
    [73]F. Li, C.-W. Shu, Y.-T. Zhang and H. Zhao, A second order discontinuous Galerkin fast sweeping method for Eikonal equations, Journal of Computational Physics,227 (2008), 8191-8208.
    [74]F. Li and S. Yakovlev, A central discontinuous Galerkin method for Hamilton-Jacobi equa-tions, Journal on Scientific Computing,45 (2010),404-428.
    [75]T.G. Liu, B.C. Khoo and C.W. Wang, The ghost fluid method for compressible gas-water simulation, Journal of Computational Physics,204 (2005),193-221.
    [76]T.G. Liu, B.C. Khoo and K.S. Yeo, The simulation of compressible multi-medium flow. Part Ⅰ:a new methodology with applications to 1D gas-gas and gas-water cases, Computers & Fluids,30(2001),291-314.
    [77]T.G. Liu, B.C. Khoo and K.S. Yeo, The simulation of compressible multi-medium flow. Part Ⅱ:applications to 2D underwater shock refraction, Computers & Fluids,30 (2001),315-337.
    [78]T.G. Liu, B.C. Khoo and K.S. Yeo, Ghost fluid method for strong shock impacting on mate-rial interface, Journal of Computational Physics,190 (2003),651-681.
    [79]W. Liu, Y. Yuan and C.-W. Shu, A conservative modification to the ghost fluid method for compressible multiphase flows, Communications in Computational Physics,10 (2011), 1238-1248.
    [80]X.-D. Liu and P.D. Lax, Positive schemes for solving multi-dimensional hyperbolic systems of conservation laws II, Journal of Computational Physics,187 (2003),428-440.
    [81]X.-D. Liu, S. Osher and T. Chan, Weighted essentially non-oscillatory schemes, Journal of Computational Physics,115 (1994),200-212.
    [82]R. Lohner, Applied CFD Techniques:An Introduction Based on Finite Element Methods, England, John Wiley & Sons,2008.
    [83]W. Mulder, S. Osher and J.A. Sethian, Computing interface motion in compressible gas dynamics, Journal of Computational Physics,100 (1992),209-228.
    [84]S. Osher and R.P. Fedkiw, Level Set Methods and Dynamic Implicit Surfaces, Springer, 2003.
    [85]S. Osher and J. Sethian, Fronts propagating with curvature dependent speed:algorithms based on Hamilton-Jacobi formulations, Journal of Computational Physics,79 (1988),12-49.
    [86]S. Osher and C.-W. Shu, High-order essentially nonoscillatory schemes for Hamilton-Jacobi equations, SIAM Journal on Numerical Analysis,28 (1991),907-922.
    [87]C. Pares, Numerical methods for nonconservative hyperbolic systems:a theoretical frame-work, SIAM Journal of Numerical Analysis,44 (2006),300-321.
    [88]J. Qiu, T. Liu and B.C. Khoo, Runge-Kutta discontinuous Galerkin methods for compressible two-medium flow simulations:One-dimensional case, Journal of Computational Physics, 222 (2007),353-373.
    [89]J. Qiu, T. Liu and B.C. Khoo, Simulations of compressible two-medium flow by Runge-Kutta discontinuous Galerkin methods with the Ghost Fluid Method, Communications in Computational Physics,3 (2008),479-504.
    [90]J. Qiu and C.-W. Shu, Runge-Kutta discontinuous Galerkin method using WENO limiters, SIAM Journal on Scientific Computing,26 (2005),907-929.
    [91]J.J. Quirk and S. Karni, On the dynamics of a shock-bubble interaction, Journal of Fluid Mechanics,318 (1996),129-163.
    [92]P.L. Roe, Approximate Riemann solvers, parameter vectors, and differences, Journal of Computational Physics,43 (1981),357-372.
    [93]E. Rouy and A. Tourin, A viscosity solutions approach to shape-from-shading, SIAM Journal on Numerical Analysis,29 (1992),867-884.
    [94]S. Serna and J. Qian, A stopping criterion for higher-order sweeping schemes for static Hamilton-Jacobi equations, Journal of Computational Mathematics,28 (2010),552-568.
    [95]J. Shi, C. Hu and C.-W. Shu, A technique of treating negative weights in WENO schemes, Journal of Computational Physics,175 (2002),108-127.
    [96]C.-W. Shu, Essentially non-oscillatory and weighted essentially non-oscillatory schemes for hyperbolic conservation laws. In Advanced Numerical Approximation of Nonlinear Hyper-bolic Equations, B. Cockburn, C. Johnson, C.-W. Shu and E. Tadmor (Editor:A. Quar-teroni), Lecture Notes in Mathematics, volume 1697, Springer, Berlin (1998),325-432.
    [97]C.-W. Shu, High order finite difference and finite volume WENO schemes and discontinu-ous Galerkin methods for CFD, International Journal of Computational Fluid Dynamics,17 (2003),107-118.
    [98]C.-W. Shu, High order numerical methods for time dependent Hamilton-Jacobi equations, in Mathematics and Computation in Imaging Science and Information Processing, S.S. Goh, A. Ron and Z. Shen, Editors, Lecture Notes Series, Institute for Mathematical Sciences, National University of Singapore, volume 11, World Scientific Press, Singapore (2007),47-91.
    [99]C.-W. Shu, Discontinuous Galerkin methods:general approach and stability, Numerical So-lutions of Partial Differential Equations, S. Bertoluzza, S. Falletta, G. Russo and C.-W. Shu, Advanced Courses in Mathematics CRM Barcelona, Birkhauser, Basel (2009),149-201.
    [100]C.-W. Shu and S. Osher, Efficient implementation of essentially non-oscillatory shock-capturing schemes, Journal of Computational Physics,77 (1988),439-471.
    [101]C.-W. Shu and S. Osher, Efficient implementation of essentially non-oscillatory shock-capturing schemes Ⅱ, Journal of Computational Physics,83 (1989),32-78.
    [102]J. Smoller, Shock Waves and Reaction-Diffusion Equations,2nd Edition, Springer, New York, (1994).
    [103]M. Sussman, P. Smereka and S. Osher, A level set approach for computing solutions to incompressible two-phase flow, Journal of Computational Physics,114 (1994),146-159.
    [104]S. Tan and C.-W. Shu, Inverse Lax-Wendroff procedure for numerical boundary conditions of conservation laws, Journal of Computational Physics,229 (2010),8144-8166.
    [105]S. Tan and C.-W. Shu, A high order moving boundary treatment for compressible inviscid flows, Journal of Computational Physics,230 (2011),6023-6036.
    [106]S. Tan, C. Wang, C.-W. Shu and J. Ning, Efficient implementation of high order inverse Lax-Wendroff boundary treatment for conservation laws, Journal of Computational Physics, to appear.
    [107]B. Tian, E.F. Toro and C.E. Castro, A path-conservative method for a five-equation model of two-phase flow with an HLLC-type Riemann solver, Computers & Fluids,46 (2011), 122-132.
    [108]S.A. Tokareva and E.F. Toro, HLLC-Type Riemann solver for the Baer-Nunziato equations of compressible two-phase flow, Journal of Computational Physics,229 (2010),3573-3604.
    [109]C.O. Tong and S.C. Wong, A predictive dynamic traffic assignment model in congested capacity-constrained road networks, Transportation Research Part B,34 (2000),625-644.
    [110]E.F. Toro, Riemann Solvers and Numerical Methods for Fluid Dynamics:A Practical Intro-duction,3rd Edition, Springer, Berlin (2009).
    [111]I. Toumi, A weak formulation of Roe's approximate Riemann solver, Journal of Computa-tional Physics,102 (1992),360-373.
    [112]C.W. Wang, T.G. Liu and B.C. Khoo, A real-ghost fluid for the simulation of multi-medium compressible flow, SIAM Journal on Scientific Computing,28 (2006),278-302.
    [113]C.W. Wang and C.-W. Shu, An interface treating technique for compressible multi-medium flow with Runge-Kutta discontinuous Galerkin method, Journal of Computational Physics, 229 (2010),8823-8843.
    [114]W. Wang, C.-W. Shu, H.C. Yee and B. Sjogreen, High order finite difference methods with subcell resolution for advection equations with stiff source terms, Journal of Computational Physics,231 (2012),190-214.
    [115]Z.J. Wang, L. Zhang and Y. Liu, Spectral (finite) volume method for conservation laws on unstructured grids IV:extension to two-dimensional Euler equations, Journal of Computa-tional Physics,194 (2004),716-741.
    [116]A. Wardlaw, Underwater Explosion Test Cases, IHTR 2069,1998.
    [117]B. Wendroff, A two-dimensional HLLE Riemann solver and associated Godunov-type dif-ference scheme for gas dynamics, Computers and Mathematics with Applications,38 (1999), 175-185.
    [118]S.C. Wong, An alternative formulation of D'Este's trip assignment model, Transportation Research Part B,28 (1994),187-196.
    [119]S.C. Wong, Multi-commodity traffic assignment by continuum approximation of network flow with variable demand, Transportation Research Part B,32 (1998),567-581.
    [120]S.C. Wong, C.K. Lee and C.O. Tong, Finite element solution for the continuum traffic equi-librium problems, International Journal for Numerical Methods in Engineering,43 (1998), 1253-1273.
    [121]S.C. Wong, W.L. Leung, S.H. Chan, W.H.K. Lam, N.H.C. Yung, C.Y. Liu and P. Zhang, Bidi-rectional pedestrian stream model with oblique intersecting angle, Journal of Transportation Engineering,136 (2010),234-242.
    [122]S.C. Wong and H. Yang, Determining market areas captured by competitive facilities:a continuous equilibrium modeling approach, Journal of Regional Science,39 (1999),51-72.
    [123]S.C. Wong, C.W. Zhou, H.K. Lo and H. Yang, An improved solution algorithm for the multi-commodity continuous distribution and assignment model, ASCE Journal of Urban Planning and Development,130 (2004),14-23.
    [124]Y. Xia, S.C. Wong, M. Zhang, C.-W. Shu and W.H.K. Lam, An efficient discontinuous Galerkin method on triangular meshes for a pedestrian flow model, International Journal for Numerical Methods in Engineering,76 (2008),337-350.
    [125]T. Xiong, C.-W. Shu and M. Zhang, WENO scheme with subcell resolution for computing nonconservative Euler equations with applications to one-dimensional compressible two-medium flows, Journal of Scientific Computing, to appear, DOI:10.1007/s 10915-012-9578-7.
    [126]T. Xiong, C.-W. Shu and M. Zhang, A Priori Error Estimates for Semi-discrete Discontinu-ous Galerkin Methods Solving Nonlinear Hamilton-Jacobi Equations, submitted to Interna-tional Journal of Numerical Analysis and Modeling.
    [127]T. Xiong, M. Zhang, C.-W. Shu, S.C. Wong and P. Zhang, High-Order Computational Scheme for a Dynamic Continuum Model for Bi-Directional Pedestrian Flows, Computer-Aided Civil and Infrastructure Engineering,26 (2011),298-310.
    [128]T. Xiong, M. Zhang, Y.-T. Zhang, C.-W. Shu, Fast sweeping fifth order WENO scheme for static Hamilton-Jacobi equations with accurate boundary treatment. Journal of Scientific Computing,45 (2010),514-536.
    [129]T. Xiong, P. Zhang, S.C. Wong, C.-W. Shu and M. Zhang, A Macroscopic Approach to the Lane Formation Phenomenon in Pedestrian Counter Flow, Chinese Physics Letters,28 (2011),108901.
    [130]Y. Xu and C.-W. Shu, Error estimates of the semi-discrete local discontinuous Galerkin method for nonlinear convection-diffusion and KdV equations, Computer Methods in Ap- plied Mechanics and Engineering,196 (2007),3805-3822.
    [131]J. Yan and S. Osher, A local discontinuous Galerkin method for directly solving Hamilton-Jacobi equations, Journal of Computational Physics,230 (2011),232-244.
    [132]H. Yang and S.C. Wong, A continuous equilibrium model for estimating market areas of competitive facilities with elastic demand and market externalities, Transportation Science, 34 (2000),216-227.
    [133]Q. Zhang and C.-W. Shu, Error estimates to smooth solutions of Runge-Kutta discontinuous Galerkin methods for scalar conservation laws, SIAM Journal on Numerical Analysis,42 (2004),641-666.
    [134]Q. Zhang and C.-W. Shu, Stability analysis and a priori error estimates of the third order explicit Runge-Kutta discontinuous Galerkin method for scalar conservation laws, SIAM Journal on Numerical Analysis,48 (2010),1038-1063.
    [135]Y.-T. Zhang, S. Chen, F. Li, H.-K. Zhao and C.-W. Shu, Uniformly accurate discontinuous Galerkin fast sweeping methods for Eikonal equations, SIAM Journal on Scientific Comput-ing,33 (2011),1873-1896.
    [136]Y.-T. Zhang and C.-W. Shu, High order WENO schemes for Hamilton-Jacobi equations on triangular meshes, SIAM Journal on Scientific Computing,24 (2003),1005-1030.
    [137]Y.-T. Zhang, H.-K. Zhao and J. Qian, High order fast sweeping methods for static Hamilton-Jacobi equations, Journal of Scientific Computing,29 (2006),25-56.
    [138]H.-K. Zhao, A fast sweeping method for Eikonal equations, Mathematics of Computation, 74 (2005),603-627.
    [139]X. Zhong and C.-W. Shu, A simple weighted essentially nonoscillatory limiter for Runge-Kutta discontinuous Galerkin methods, submitted to Journal of Computational Physics.
    [140]J. Zhu, J. Qiu, T.G. Liu and B.C. Khoo, RKDG methods with WENO type limiters and con-servative interfacial procedure for one-dimensional compressible multi-medium flow simu-lations, Applied Numerical Mathematics,61 (2011),554-580.