Construction of very high order Residual Distribution Schemes for steady problems

Size: px
Start display at page:

Download "Construction of very high order Residual Distribution Schemes for steady problems"

Transcription

1 Construction of very high order Residual Distribution Schemes for steady problems Rémi Abgrall, Mario Ricchiuto, Cédric Tavé, Nadège Villedieu and Herman Deconinck Mathématiques Appliquées de Bordeaux, Projet Scalapplix, INRIA FutURs, Talence, France von Karman Institute for Fluid Dynamics, Rhodes St Genese, Belgium Construction of very high order Residual Distribution Schemesfor steady problems p.1/44

2 Overview 1. RDS schemes 2. Construction on scalar advection 3. Numerical examples Scalar Systems Construction of very high order Residual Distribution Schemesfor steady problems p.2/44

3 Forewords This lecture foccusses on steady problems. Several JCP papers on second order unsteady. Existing work on coupling hyperbolic/convective terms to viscous one (Villedieu Ricchiuto) Discussion on scalar problems. Construction of very high order Residual Distribution Schemesfor steady problems p.3/44

4 λ u = 0 u = g x Ω x Γ unstructured triangular meshes, triangles T, u σ u(m σ ), σ d.o.f scheme u n+1 σ = u n σ ω i T,σ T steady solution i.e. n +. Φ T σ. Construction of very high order Residual Distribution Schemesfor steady problems p.4/44

5 Second order σ : vertices of the triangles u h piecewise linear interpolant of {u σ }, Conservation relation Φ σ = λ u h dx := Φ T σ T T = kσ T u σ k σ = σ T T λ Nσ Construction of very high order Residual Distribution Schemesfor steady problems p.5/44

6 Example : piecewise interpolation Upwind finite volume scheme, N scheme Local Rusanov, Φ σ = k σ + ( uσ ũ ) ( ) 1 ( ũ = Φ σ = 1 3 σ k σ ( Φ T + α σ T σ σ,σ T k σ u σ ) ) (u σ u σ ) Construction of very high order Residual Distribution Schemesfor steady problems p.6/44

7 Example : piecewise interpolation The upwind FV scheme, N scheme and Rusanov scheme are monotone schemes Φ σ = σ σ c σσ (u σ u σ ), c σσ 0. Provides a local maximum principle on the solution Construction of very high order Residual Distribution Schemesfor steady problems p.7/44

8 Summary Conservation property Φ σ = σ T T λ u h dx := Φ T Second order approximation of the flux (here because u h = u + O(h 2 ). LP condition (Φ T σ (u) = O(h 3 ) for the exact solution) Monotonicity preserving scheme (Φ σ = c σσ (u σ u σ )) σ technique for going from first order to second order. scheme : Φ T σ = 0 T,σ T Construction of very high order Residual Distribution Schemesfor steady problems p.8/44

9 How to get really high order, compact, monotonicity preserving schemes on general meshes? Use of P k interpolation, Improved conservation relation Probably more general than this (Hermite, spectral, etc) Construction of very high order Residual Distribution Schemesfor steady problems p.9/44

10 Other contributions Abgrall-Roe, J. Scientific Computing, 2001 Hubbard (Computer and Fluids, 2005) Ricchiuto et al (VKI LS, 2005) Andrianov et al. (IJNM, 2005) De Palma et al. (JCP in press) Construction of very high order Residual Distribution Schemesfor steady problems p.10/44

11 Notations degrees of freedom mesh τ, triangles T, verticesm j, we seek a solution that is piecewise polynomial of degree k in each triangle, need to provide (k + 1)(k + 2)/2 degrees of freedom : Scheme σ T Φ T σ = 0 Construction of very high order Residual Distribution Schemesfor steady problems p.11/44

12 Example, k = 2 Degree of freedom P 2 interpolation. Construction of very high order Residual Distribution Schemesfor steady problems p.12/44

13 Structural condition : Φ T := T Lax Wendroff like result+ high order div F h (u h )dx = + standard assumption Lax Wendroff solution of T λ u h dx = σ T Φ T σ (u h ), div F(u) = 0 + boundary conditions High order if Φ T σ (u h ) = O(h 2+k ) for smooth solutions+ regular meshes Construction of very high order Residual Distribution Schemesfor steady problems p.13/44

14 Monotonicity condition Ensures stability in L with Φ σ = c σσ (u σ u σ ) σ σ,σ T c σσ 0 dependant on the solution. Construction of very high order Residual Distribution Schemesfor steady problems p.14/44

15 Previous try ( Abgrall-Roe, JSC, 2001) define sub-triangulation use a reference monotone first order scheme Φ L,T σ sub triangulation define sub residuals in each sub-triangle accordingly u n+1 σ = u n σ ω i T,σ T Ψ T σ, Ψ T σ = T T T,σ T T in each ( ) Φ T T σ Construction of very high order Residual Distribution Schemesfor steady problems p.15/44

16 First try We can construct the N scheme on the sub triangles of T : Φ T ξ σ for ξ = I, II, III, IV Consider clear that linear Φ ξ = T ξ λ u h. Φ ξ Φ T ξ σ σ T ξ quadratic but we still can use the N scheme for a comparison purpose and want. Ψ T ξ σ = βσφ ξ ξ Construction of very high order Residual Distribution Schemesfor steady problems p.16/44

17 First try Main problem : Φ L,T σ σ T T λ u h = σ T ( ) Φ T T σ Problem is not conservation but algebraic Construction of β T σ needs this condition. Construction of very high order Residual Distribution Schemesfor steady problems p.17/44

18 An always defined solution Start (for example) from the Rusanov scheme limit residuals update Construction of very high order Residual Distribution Schemesfor steady problems p.18/44

19 Rusanov scheme Φ T σ = 1 6 ( T [ λ n]u h dx + α T σ T ) (u σ u σ ) with monotone scheme. α T max σ T T λ Nσ dx. Construction of very high order Residual Distribution Schemesfor steady problems p.19/44

20 limiting procedure For Rusanov scheme, Φ T σ = σ T define x σ = Φ R σ /Φ T, T [ λ n]u h dx = Φ T. set β T σ = x+ σ σ x + σ and ΦT σ := βt σ ΦT. always defined because σ Φ H,T σ = Φ T implies σ x σ = 1 so that σ x + σ 1. Construction of very high order Residual Distribution Schemesfor steady problems p.20/44

21 Properties If there exists a unique solution to T σ u σ = g Φ H,T σ = 0 σ Ω ( λ u = 0) on Γ then the scheme is third order accurate because λ u h dl = O(h 3+1 ) T Construction of very high order Residual Distribution Schemesfor steady problems p.21/44

22 Numerical experiments convection Construction of very high order Residual Distribution Schemesfor steady problems p.22/44

23 Numerical experiments convection solid rotation Construction of very high order Residual Distribution Schemesfor steady problems p.22/44

24 Same second order convection solid rotation Construction of very high order Residual Distribution Schemesfor steady problems p.23/44

25 Why : existence of mild spurious mode Analysis : see Abgrall, Essentially non oscillatory Residual Distribution schemes for hyperbolic problems, JCP, Interpretation Construction of very high order Residual Distribution Schemesfor steady problems p.24/44

26 Interpretation First order scheme λ Construction of very high order Residual Distribution Schemesfor steady problems p.25/44

27 Interpretation Φ σ = β σ Φ T λ This problem does not exist for genuinely upwind schemes Construction of very high order Residual Distribution Schemesfor steady problems p.26/44

28 Fix Force some upwinding : add Θ(u h )h T )( ) ( λ Nσ λ u h Construction of very high order Residual Distribution Schemesfor steady problems p.27/44

29 Fix Scheme T σ u σ = g ( ) Φ H,T σ = 0 σ Ω ( λ u = 0) on Γ with ( ) ( Φ H,T σ = βσ T T ) λ udx + Θ(u h )h T )( ) ( λ Nσ λ u h Still third order accurate, not any more (formaly) monotonicity preserving but essentially non oscillatory Construction of very high order Residual Distribution Schemesfor steady problems p.28/44

30 Numerical experiments convection solid rotation Construction of very high order Residual Distribution Schemesfor steady problems p.29/44

31 Fourth order Same. Replace quadratic element by cubic elements (10 dof/element) Construction of very high order Residual Distribution Schemesfor steady problems p.30/44

32 Accuracy : convection Grid Convergence LN LFLS_P1 LFLS_P2 LFLS_P Construction of very high order Residual Distribution Schemesfor steady problems p.31/44

33 Accuracy/ # of dof -1 LFLS_P1 LFLS_P2 LFLS_P log( L1-Error ) e+06 log( #DOF ) Construction of very high order Residual Distribution Schemesfor steady problems p.32/44

34 Burgers equation (4th order) u t u 2 x = 0, u(x, y) = 1.5 2x on inflow boundaries bu_methode_lxfp3_maillage_p desc Construction of very high order Residual Distribution Schemesfor steady problems p.33/44

35 Burgers equation (2nd/3rd order) same number of dof. bu_methode_lxfp3_maillage_p desc bu_methode_lxfp1_maillage_p desc Construction of very high order Residual Distribution Schemesfor steady problems p.34/44

36 Comparison, Fourth order Second order Fourth order Second order Construction of very high order Residual Distribution Schemesfor steady problems p.35/44

37 Comparison, 2 2nd order 4th order Construction of very high order Residual Distribution Schemesfor steady problems p.36/44

38 Fluid Mechanics examples Stabilisation procedure : on characteristic waves. Similar as Abgrall-Mezine, Construction of second-order accurate monotone and stable residual distribution schemes for steady problems. J. Comput. Phys., 195(2): , additionnal stabilisation : formal extension to systems Construction of very high order Residual Distribution Schemesfor steady problems p.37/44

39 Jet (3rd order) ρ u v p Construction of very high order Residual Distribution Schemesfor steady problems p.38/44

40 Jet (3rd order) without dissipation test desc Construction of very high order Residual Distribution Schemesfor steady problems p.39/44

41 O1/O2/O3, same dof O3 O2 O1 Construction of very high order Residual Distribution Schemesfor steady problems p.40/44

42 4 state shock tube Construction of very high order Residual Distribution Schemesfor steady problems p.41/44

43 4 state shock tube Construction of very high order Residual Distribution Schemesfor steady problems p.42/44

44 Conclusions, perpectives. Residual distribution of high order (3rd, 4th), Essentially non oscillatory, Preliminary results for fluid mechanics Construction of very high order Residual Distribution Schemesfor steady problems p.43/44

45 To be done Avoid additional stabilisation? (system) Boundary treatement Efficiency Unsteady Construction of very high order Residual Distribution Schemesfor steady problems p.44/44

46 To be done Avoid additional stabilisation? (system) Boundary treatement Efficiency Unsteady ADIGMA! Construction of very high order Residual Distribution Schemesfor steady problems p.44/44

RECENT DEVELOPMENTS IN VERY HIGH ORDER RESIDUAL DISTRIBUTION SCHEMES

RECENT DEVELOPMENTS IN VERY HIGH ORDER RESIDUAL DISTRIBUTION SCHEMES RECENT DEVELOPMENTS IN VERY HIGH ORDER RESIDUAL DISTRIBUTION SCHEMES FOR INVISCID AND VISCOUS PROBLEMS. R. Abgrall Team Bacchus INRIA Bordeaux Sud Ouest and UniversitédeBordeauxTalence,France Roscoff,

More information

Divergence Formulation of Source Term

Divergence Formulation of Source Term Preprint accepted for publication in Journal of Computational Physics, 2012 http://dx.doi.org/10.1016/j.jcp.2012.05.032 Divergence Formulation of Source Term Hiroaki Nishikawa National Institute of Aerospace,

More information

arxiv: v1 [math.na] 11 Jun 2018

arxiv: v1 [math.na] 11 Jun 2018 High-order residual distribution scheme for the time-dependent Euler equations of fluid dynamics arxiv:1806.03986v1 [math.na] 11 Jun 2018 R. Abgrall, P. Bacigaluppi, S. Tokareva Institute of Mathematics,

More information

Residual Distribution. basics, recents developments, relations with other techniques

Residual Distribution. basics, recents developments, relations with other techniques Residual Distribution basics, recents developments, relations with other techniques MARIO RICCHIUTO July 19, 2012 INTRODUCTION with historical perspective t u+ F(u) = 0 In the 80 s numerical techniques

More information

Construction of a p-adaptive continuous Residual Distribution scheme

Construction of a p-adaptive continuous Residual Distribution scheme Construction of a p-adaptive continuous Residual Distribution scheme Remi Abgrall, Quentin Viville, Héloïse Beaugendre, Cecile Dobrzynski To cite this version: Remi Abgrall, Quentin Viville, Héloïse Beaugendre,

More information

A Bound-Preserving Fourth Order Compact Finite Difference Scheme for Scalar Convection Diffusion Equations

A Bound-Preserving Fourth Order Compact Finite Difference Scheme for Scalar Convection Diffusion Equations A Bound-Preserving Fourth Order Compact Finite Difference Scheme for Scalar Convection Diffusion Equations Hao Li Math Dept, Purdue Univeristy Ocean University of China, December, 2017 Joint work with

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

Math 660-Lecture 23: Gudonov s method and some theories for FVM schemes

Math 660-Lecture 23: Gudonov s method and some theories for FVM schemes Math 660-Lecture 3: Gudonov s method and some theories for FVM schemes 1 The idea of FVM (You can refer to Chapter 4 in the book Finite volume methods for hyperbolic problems ) Consider the box [x 1/,

More information

The one-dimensional equations for the fluid dynamics of a gas can be written in conservation form as follows:

The one-dimensional equations for the fluid dynamics of a gas can be written in conservation form as follows: Topic 7 Fluid Dynamics Lecture The Riemann Problem and Shock Tube Problem A simple one dimensional model of a gas was introduced by G.A. Sod, J. Computational Physics 7, 1 (1978), to test various algorithms

More information

Weighted Essentially Non-Oscillatory limiters for Runge-Kutta Discontinuous Galerkin Methods

Weighted Essentially Non-Oscillatory limiters for Runge-Kutta Discontinuous Galerkin Methods Weighted Essentially Non-Oscillatory limiters for Runge-Kutta Discontinuous Galerkin Methods Jianxian Qiu School of Mathematical Science Xiamen University jxqiu@xmu.edu.cn http://ccam.xmu.edu.cn/teacher/jxqiu

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

HIGH ORDER NUMERICAL METHODS FOR TIME DEPENDENT HAMILTON-JACOBI EQUATIONS

HIGH ORDER NUMERICAL METHODS FOR TIME DEPENDENT HAMILTON-JACOBI EQUATIONS June 6, 7 :7 WSPC/Lecture Notes Series: 9in x 6in chapter HIGH ORDER NUMERICAL METHODS FOR TIME DEPENDENT HAMILTON-JACOBI EQUATIONS Chi-Wang Shu Division of Applied Mathematics, Brown University Providence,

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

Finite Volume Schemes: an introduction

Finite Volume Schemes: an introduction Finite Volume Schemes: an introduction First lecture Annamaria Mazzia Dipartimento di Metodi e Modelli Matematici per le Scienze Applicate Università di Padova mazzia@dmsa.unipd.it Scuola di dottorato

More information

The CG1-DG2 method for conservation laws

The CG1-DG2 method for conservation laws for conservation laws Melanie Bittl 1, Dmitri Kuzmin 1, Roland Becker 2 MoST 2014, Germany 1 Dortmund University of Technology, Germany, 2 University of Pau, France CG1-DG2 Method - Motivation hp-adaptivity

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

Positivity-preserving high order schemes for convection dominated equations

Positivity-preserving high order schemes for convection dominated equations Positivity-preserving high order schemes for convection dominated equations Chi-Wang Shu Division of Applied Mathematics Brown University Joint work with Xiangxiong Zhang; Yinhua Xia; Yulong Xing; Cheng

More information

Numerical Methods for Conservation Laws WPI, January 2006 C. Ringhofer C2 b 2

Numerical Methods for Conservation Laws WPI, January 2006 C. Ringhofer C2 b 2 Numerical Methods for Conservation Laws WPI, January 2006 C. Ringhofer ringhofer@asu.edu, C2 b 2 2 h2 x u http://math.la.asu.edu/ chris Last update: Jan 24, 2006 1 LITERATURE 1. Numerical Methods for Conservation

More information

ICES REPORT A Multilevel-WENO Technique for Solving Nonlinear Conservation Laws

ICES REPORT A Multilevel-WENO Technique for Solving Nonlinear Conservation Laws ICES REPORT 7- August 7 A Multilevel-WENO Technique for Solving Nonlinear Conservation Laws by Todd Arbogast, Chieh-Sen Huang, and Xikai Zhao The Institute for Computational Engineering and Sciences The

More information

Introduction to Finite Volume projection methods. On Interfaces with non-zero mass flux

Introduction to Finite Volume projection methods. On Interfaces with non-zero mass flux Introduction to Finite Volume projection methods On Interfaces with non-zero mass flux Rupert Klein Mathematik & Informatik, Freie Universität Berlin Summerschool SPP 1506 Darmstadt, July 09, 2010 Introduction

More information

Notes: Outline. Shock formation. Notes: Notes: Shocks in traffic flow

Notes: Outline. Shock formation. Notes: Notes: Shocks in traffic flow Outline Scalar nonlinear conservation laws Traffic flow Shocks and rarefaction waves Burgers equation Rankine-Hugoniot conditions Importance of conservation form Weak solutions Reading: Chapter, 2 R.J.

More information

arxiv: v3 [math.na] 11 Jun 2018

arxiv: v3 [math.na] 11 Jun 2018 A general framework to construct schemes satisfying additional conservation relations. Application to entropy conservative and entropy dissipative schemes arxiv:1711.10358v3 [math.na] 11 Jun 2018 R. Abgrall

More information

ENO and WENO schemes. Further topics and time Integration

ENO and WENO schemes. Further topics and time Integration ENO and WENO schemes. Further topics and time Integration Tefa Kaisara CASA Seminar 29 November, 2006 Outline 1 Short review ENO/WENO 2 Further topics Subcell resolution Other building blocks 3 Time Integration

More information

Fourier analysis for discontinuous Galerkin and related methods. Abstract

Fourier analysis for discontinuous Galerkin and related methods. Abstract Fourier analysis for discontinuous Galerkin and related methods Mengping Zhang and Chi-Wang Shu Abstract In this paper we review a series of recent work on using a Fourier analysis technique to study the

More information

Entropy stable high order discontinuous Galerkin methods. for hyperbolic conservation laws

Entropy stable high order discontinuous Galerkin methods. for hyperbolic conservation laws Entropy stable high order discontinuous Galerkin methods for hyperbolic conservation laws Chi-Wang Shu Division of Applied Mathematics Brown University Joint work with Tianheng Chen, and with Yong Liu

More information

Bound-preserving high order schemes in computational fluid dynamics Chi-Wang Shu

Bound-preserving high order schemes in computational fluid dynamics Chi-Wang Shu Bound-preserving high order schemes in computational fluid dynamics Chi-Wang Shu Division of Applied Mathematics Brown University Outline Introduction Maximum-principle-preserving for scalar conservation

More information

A Multi-Dimensional Limiter for Hybrid Grid

A Multi-Dimensional Limiter for Hybrid Grid APCOM & ISCM 11-14 th December, 2013, Singapore A Multi-Dimensional Limiter for Hybrid Grid * H. W. Zheng ¹ 1 State Key Laboratory of High Temperature Gas Dynamics, Institute of Mechanics, Chinese Academy

More information

An Introduction to the Discontinuous Galerkin Method

An Introduction to the Discontinuous Galerkin Method An Introduction to the Discontinuous Galerkin Method Krzysztof J. Fidkowski Aerospace Computational Design Lab Massachusetts Institute of Technology March 16, 2005 Computational Prototyping Group Seminar

More information

Runge-Kutta Residual Distribution Schemes

Runge-Kutta Residual Distribution Schemes Runge-Kutta Residual Distribution Schemes Andrzej Warzyński, Matthew E. Hubbard, Mario Ricchiuto RESEARCH REPORT N 837 September 23 Project-Teams BACCHUS ISSN 249-6399 ISRN INRIA/RR--837--FR+ENG Runge-Kutta

More information

COMPUTATIONAL METHODS AND ALGORITHMS Vol II - Computational Methods for Compressible Flow Problems - Remi Abgrall

COMPUTATIONAL METHODS AND ALGORITHMS Vol II - Computational Methods for Compressible Flow Problems - Remi Abgrall COMPUTATIONAL METHODS FOR COMPRESSIBLE FLOW PROBLEMS Rémi Abgrall Université Bordeaux I, Talence Cedex, France Keywords: computational methods, numerical schemes, 1- D problems, multidimensional problems,

More information

Finite volume method on unstructured grids

Finite volume method on unstructured grids Finite volume method on unstructured grids Praveen. C praveen@math.tifrbng.res.in Tata Institute of Fundamental Research Center for Applicable Mathematics Bangalore 560065 http://math.tifrbng.res.in/~praveen

More information

Weighted ENO Schemes

Weighted ENO Schemes Xiaolei Chen Advisor: Prof. Xiaolin Li Department of Applied Mathematics and Statistics Stony Brook University, The State University of New York February 7, 014 1 3 Mapped WENO-Z Scheme 1D Scalar Hyperbolic

More information

Discontinuous Fluctuation Distribution for Time-Dependent Problems

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

More information

Fluid Dynamics. Part 2. Massimo Ricotti. University of Maryland. Fluid Dynamics p.1/17

Fluid Dynamics. Part 2. Massimo Ricotti. University of Maryland. Fluid Dynamics p.1/17 Fluid Dynamics p.1/17 Fluid Dynamics Part 2 Massimo Ricotti ricotti@astro.umd.edu University of Maryland Fluid Dynamics p.2/17 Schemes Based on Flux-conservative Form By their very nature, the fluid equations

More information

YINGJIE LIU, CHI-WANG SHU, EITAN TADMOR, AND MENGPING ZHANG

YINGJIE LIU, CHI-WANG SHU, EITAN TADMOR, AND MENGPING ZHANG CENTRAL DISCONTINUOUS GALERKIN METHODS ON OVERLAPPING CELLS WITH A NON-OSCILLATORY HIERARCHICAL RECONSTRUCTION YINGJIE LIU, CHI-WANG SHU, EITAN TADMOR, AND MENGPING ZHANG Abstract. The central scheme of

More information

What is a flux? The Things We Does Know

What is a flux? The Things We Does Know What is a flux? Finite Volume methods (and others) (are based on ensuring conservation by computing the flux through the surfaces of a polyhedral box. Either the normal component of the flux is evaluated

More information

Improvement of convergence to steady state solutions of Euler equations with. the WENO schemes. Abstract

Improvement of convergence to steady state solutions of Euler equations with. the WENO schemes. Abstract Improvement of convergence to steady state solutions of Euler equations with the WENO schemes Shuhai Zhang, Shufen Jiang and Chi-Wang Shu 3 Abstract The convergence to steady state solutions of the Euler

More information

Analysis of hybrid RD-Galerkin schemes for Navier-Stokes simulations

Analysis of hybrid RD-Galerkin schemes for Navier-Stokes simulations Analysis of hybrid RD-Galerkin schemes for Navier-Stokes simulations Jiří Dobeš, Mario Ricchiuto, Rémi Abgrall, Herman Deconinck To cite this version: Jiří Dobeš, Mario Ricchiuto, Rémi Abgrall, Herman

More information

Affordable, entropy-consistent, Euler flux functions

Affordable, entropy-consistent, Euler flux functions Affordable, entropy-consistent, Euler flux functions (with application to the carbuncle phenomenon) Phil Roe Aerospace Engineering University 0f Michigan Ann Arbor Presented at HYP 2006 1 Entropy pairs

More information

CENTRAL DISCONTINUOUS GALERKIN METHODS ON OVERLAPPING CELLS WITH A NON-OSCILLATORY HIERARCHICAL RECONSTRUCTION

CENTRAL DISCONTINUOUS GALERKIN METHODS ON OVERLAPPING CELLS WITH A NON-OSCILLATORY HIERARCHICAL RECONSTRUCTION CENTRAL DISCONTINUOUS GALERKIN METHODS ON OVERLAPPING CELLS WITH A NON-OSCILLATORY HIERARCHICAL RECONSTRUCTION YINGJIE LIU, CHI-WANG SHU, EITAN TADMOR, AND MENGPING ZHANG Abstract. The central scheme of

More information

Finite Volume Method

Finite Volume Method Finite Volume Method An Introduction Praveen. C CTFD Division National Aerospace Laboratories Bangalore 560 037 email: praveen@cfdlab.net April 7, 2006 Praveen. C (CTFD, NAL) FVM CMMACS 1 / 65 Outline

More information

Numerical Solutions to Partial Differential Equations

Numerical Solutions to Partial Differential Equations Numerical Solutions to Partial Differential Equations Zhiping Li LMAM and School of Mathematical Sciences Peking University Introduction to Hyperbolic Equations The Hyperbolic Equations n-d 1st Order Linear

More information

Comparison of cell-centered and node-centered formulations of a high-resolution well-balanced finite volume scheme: application to shallow water flows

Comparison of cell-centered and node-centered formulations of a high-resolution well-balanced finite volume scheme: application to shallow water flows Comparison of cell-centered and node-centered formulations of a high-resolution well-balanced finite volume scheme: application to shallow water flows Dr Argiris I. Delis Dr Ioannis K. Nikolos (TUC) Maria

More information

AMS 529: Finite Element Methods: Fundamentals, Applications, and New Trends

AMS 529: Finite Element Methods: Fundamentals, Applications, and New Trends AMS 529: Finite Element Methods: Fundamentals, Applications, and New Trends Lecture 25: Introduction to Discontinuous Galerkin Methods Xiangmin Jiao SUNY Stony Brook Xiangmin Jiao Finite Element Methods

More information

A recovery-assisted DG code for the compressible Navier-Stokes equations

A recovery-assisted DG code for the compressible Navier-Stokes equations A recovery-assisted DG code for the compressible Navier-Stokes equations January 6 th, 217 5 th International Workshop on High-Order CFD Methods Kissimmee, Florida Philip E. Johnson & Eric Johnsen Scientific

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

On a class of numerical schemes. for compressible flows

On a class of numerical schemes. for compressible flows On a class of numerical schemes for compressible flows R. Herbin, with T. Gallouët, J.-C. Latché L. Gastaldo, D. Grapsas, W. Kheriji, T.T. N Guyen, N. Therme, C. Zaza. Aix-Marseille Université I.R.S.N.

More information

Math 660-Lecture 15: Finite element spaces (I)

Math 660-Lecture 15: Finite element spaces (I) Math 660-Lecture 15: Finite element spaces (I) (Chapter 3, 4.2, 4.3) Before we introduce the concrete spaces, let s first of all introduce the following important lemma. Theorem 1. Let V h consists of

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

arxiv: v1 [math.na] 22 Nov 2018

arxiv: v1 [math.na] 22 Nov 2018 Asymptotic preserving Deferred Correction Residual Distribution schemes Rémi Abgrall and Davide Torlo arxiv:1811.09284v1 [math.na] 22 Nov 2018 Abstract This work aims to extend the residual distribution

More information

LECTURE # 0 BASIC NOTATIONS AND CONCEPTS IN THE THEORY OF PARTIAL DIFFERENTIAL EQUATIONS (PDES)

LECTURE # 0 BASIC NOTATIONS AND CONCEPTS IN THE THEORY OF PARTIAL DIFFERENTIAL EQUATIONS (PDES) LECTURE # 0 BASIC NOTATIONS AND CONCEPTS IN THE THEORY OF PARTIAL DIFFERENTIAL EQUATIONS (PDES) RAYTCHO LAZAROV 1 Notations and Basic Functional Spaces Scalar function in R d, d 1 will be denoted by u,

More information

Sub-Cell Shock Capturing for Discontinuous Galerkin Methods

Sub-Cell Shock Capturing for Discontinuous Galerkin Methods Sub-Cell Shock Capturing for Discontinuous Galerkin Methods Per-Olof Persson and Jaime Peraire Massachusetts Institute of Technology, Cambridge, MA 39, U.S.A. A shock capturing strategy for higher order

More information

RESIDUAL BASED ERROR ESTIMATES FOR THE SPACE-TIME DISCONTINUOUS GALERKIN METHOD APPLIED TO NONLINEAR HYPERBOLIC EQUATIONS

RESIDUAL BASED ERROR ESTIMATES FOR THE SPACE-TIME DISCONTINUOUS GALERKIN METHOD APPLIED TO NONLINEAR HYPERBOLIC EQUATIONS Proceedings of ALGORITMY 2016 pp. 113 124 RESIDUAL BASED ERROR ESTIMATES FOR THE SPACE-TIME DISCONTINUOUS GALERKIN METHOD APPLIED TO NONLINEAR HYPERBOLIC EQUATIONS VÍT DOLEJŠÍ AND FILIP ROSKOVEC Abstract.

More information

On two fractional step finite volume and finite element schemes for reactive low Mach number flows

On two fractional step finite volume and finite element schemes for reactive low Mach number flows Fourth International Symposium on Finite Volumes for Complex Applications - Problems and Perspectives - July 4-8, 2005 / Marrakech, Morocco On two fractional step finite volume and finite element schemes

More information

High order finite difference Hermite WENO schemes for the Hamilton-Jacobi equations on unstructured meshes

High order finite difference Hermite WENO schemes for the Hamilton-Jacobi equations on unstructured meshes High order finite difference Hermite WENO schemes for the Hamilton-Jacobi equations on unstructured meshes Feng Zheng, Chi-Wang Shu and Jianxian Qiu 3 Abstract In this paper, a new type of high order Hermite

More information

Local Mesh Refinement with the PCD Method

Local Mesh Refinement with the PCD Method Advances in Dynamical Systems and Applications ISSN 0973-5321, Volume 8, Number 1, pp. 125 136 (2013) http://campus.mst.edu/adsa Local Mesh Refinement with the PCD Method Ahmed Tahiri Université Med Premier

More information

Hyperbolic Systems of Conservation Laws. in One Space Dimension. I - Basic concepts. Alberto Bressan. Department of Mathematics, Penn State University

Hyperbolic Systems of Conservation Laws. in One Space Dimension. I - Basic concepts. Alberto Bressan. Department of Mathematics, Penn State University Hyperbolic Systems of Conservation Laws in One Space Dimension I - Basic concepts Alberto Bressan Department of Mathematics, Penn State University http://www.math.psu.edu/bressan/ 1 The Scalar Conservation

More information

Runge-Kutta discontinuous Galerkin method with a simple and compact Hermite WENO limiter

Runge-Kutta discontinuous Galerkin method with a simple and compact Hermite WENO limiter Runge-Kutta discontinuous Galerkin method with a simple and compact Hermite WENO limiter Jun Zhu, inghui Zhong, Chi-Wang Shu 3 and Jianxian Qiu 4 Abstract In this paper, we propose a new type of weighted

More information

Burgers equation - a first look at fluid mechanics and non-linear partial differential equations

Burgers equation - a first look at fluid mechanics and non-linear partial differential equations Burgers equation - a first look at fluid mechanics and non-linear partial differential equations In this assignment you will solve Burgers equation, which is useo model for example gas dynamics anraffic

More information

A FV Scheme for Maxwell s equations

A FV Scheme for Maxwell s equations A FV Scheme for Maxwell s equations Convergence Analysis on unstructured meshes Stephanie Lohrengel * Malika Remaki ** *Laboratoire J.A. Dieudonné (UMR CNRS 6621), Université de Nice Sophia Antipolis,

More information

High Order Accurate Runge Kutta Nodal Discontinuous Galerkin Method for Numerical Solution of Linear Convection Equation

High Order Accurate Runge Kutta Nodal Discontinuous Galerkin Method for Numerical Solution of Linear Convection Equation High Order Accurate Runge Kutta Nodal Discontinuous Galerkin Method for Numerical Solution of Linear Convection Equation Faheem Ahmed, Fareed Ahmed, Yongheng Guo, Yong Yang Abstract This paper deals with

More information

A Speed-Up Strategy for Finite Volume WENO Schemes for Hyperbolic Conservation Laws

A Speed-Up Strategy for Finite Volume WENO Schemes for Hyperbolic Conservation Laws J Sci Comput (011) 46: 359 378 DOI 10.1007/s10915-010-9407-9 A Speed-Up Strategy for Finite Volume WENO Schemes for Hyperbolic Conservation Laws Fei Teng Li Yuan Tao Tang Received: 3 February 010 / Revised:

More information

Numerical Solutions to Partial Differential Equations

Numerical Solutions to Partial Differential Equations Numerical Solutions to Partial Differential Equations Zhiping Li LMAM and School of Mathematical Sciences Peking University Numerical Methods for Partial Differential Equations Finite Difference Methods

More information

Computational Fluid Dynamics-1(CFDI)

Computational Fluid Dynamics-1(CFDI) بسمه تعالی درس دینامیک سیالات محاسباتی 1 دوره کارشناسی ارشد دانشکده مهندسی مکانیک دانشگاه صنعتی خواجه نصیر الدین طوسی Computational Fluid Dynamics-1(CFDI) Course outlines: Part I A brief introduction to

More information

Essentially Non-Oscillatory and Weighted Essentially Non-Oscillatory Schemes for Hyperbolic Conservation Laws

Essentially Non-Oscillatory and Weighted Essentially Non-Oscillatory Schemes for Hyperbolic Conservation Laws NASA/CR-97-0653 ICASE Report No. 97-65 Essentially Non-Oscillatory and Weighted Essentially Non-Oscillatory Schemes for Hyperbolic Conservation Laws Chi-Wang Shu Brown University Institute for Computer

More information

Order of Convergence of Second Order Schemes Based on the Minmod Limiter

Order of Convergence of Second Order Schemes Based on the Minmod Limiter Order of Convergence of Second Order Schemes Based on the Minmod Limiter Boan Popov and Ognian Trifonov July 5, 005 Abstract Many second order accurate non-oscillatory schemes are based on the Minmod limiter,

More information

Info. No lecture on Thursday in a week (March 17) PSet back tonight

Info. No lecture on Thursday in a week (March 17) PSet back tonight Lecture 0 8.086 Info No lecture on Thursday in a week (March 7) PSet back tonight Nonlinear transport & conservation laws What if transport becomes nonlinear? Remember: Nonlinear transport A first attempt

More information

AN OPTIMALLY ACCURATE SPECTRAL VOLUME FORMULATION WITH SYMMETRY PRESERVATION

AN OPTIMALLY ACCURATE SPECTRAL VOLUME FORMULATION WITH SYMMETRY PRESERVATION AN OPTIMALLY ACCURATE SPECTRAL VOLUME FORMULATION WITH SYMMETRY PRESERVATION Fareed Hussain Mangi*, Umair Ali Khan**, Intesab Hussain Sadhayo**, Rameez Akbar Talani***, Asif Ali Memon* ABSTRACT High order

More information

Semi-Lagrangian Formulations for Linear Advection Equations and Applications to Kinetic Equations

Semi-Lagrangian Formulations for Linear Advection Equations and Applications to Kinetic Equations Semi-Lagrangian Formulations for Linear Advection and Applications to Kinetic Department of Mathematical and Computer Science Colorado School of Mines joint work w/ Chi-Wang Shu Supported by NSF and AFOSR.

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

An Improved Non-linear Weights for Seventh-Order WENO Scheme

An Improved Non-linear Weights for Seventh-Order WENO Scheme An Improved Non-linear Weights for Seventh-Order WENO Scheme arxiv:6.06755v [math.na] Nov 06 Samala Rathan, G Naga Raju Department of Mathematics, Visvesvaraya National Institute of Technology, Nagpur,

More information

Journal of Computational Physics

Journal of Computational Physics Journal of Computational Physics 9 () 759 763 Contents lists available at ScienceDirect Journal of Computational Physics journal homepage: www.elsevier.com/locate/jcp Short Note A comment on the computation

More information

The behaviour of high Reynolds flows in a driven cavity

The behaviour of high Reynolds flows in a driven cavity The behaviour of high Reynolds flows in a driven cavity Charles-Henri BRUNEAU and Mazen SAAD Mathématiques Appliquées de Bordeaux, Université Bordeaux 1 CNRS UMR 5466, INRIA team MC 351 cours de la Libération,

More information

Solving the Euler Equations!

Solving the Euler Equations! http://www.nd.edu/~gtryggva/cfd-course/! Solving the Euler Equations! Grétar Tryggvason! Spring 0! The Euler equations for D flow:! where! Define! Ideal Gas:! ρ ρu ρu + ρu + p = 0 t x ( / ) ρe ρu E + p

More information

Active Flux for Advection Diffusion

Active Flux for Advection Diffusion Active Flux for Advection Diffusion A Miracle in CFD Hiroaki Nishikawa National Institute of Aerospace! NIA CFD Seminar! August 25, 2015 In collaboration with the University of Michigan Supported by NASA

More information

CLASSROOM NOTES PART II: SPECIAL TOPICS. APM526, Spring 2018 Last update: Apr 11

CLASSROOM NOTES PART II: SPECIAL TOPICS. APM526, Spring 2018 Last update: Apr 11 CLASSROOM NOTES PART II: SPECIAL TOPICS APM526, Spring 2018 Last update: Apr 11 1 Function Space Methods General Setting: Projection into finite dimensional subspaces t u = F (u), u(t = 0) = u I, F : B

More information

AMath 574 February 11, 2011

AMath 574 February 11, 2011 AMath 574 February 11, 2011 Today: Entropy conditions and functions Lax-Wendroff theorem Wednesday February 23: Nonlinear systems Reading: Chapter 13 R.J. LeVeque, University of Washington AMath 574, February

More information

VISCOUS FLUX LIMITERS

VISCOUS FLUX LIMITERS VISCOUS FLUX LIMITERS E. F. Toro Department of Aerospace Science College of Aeronautics Cranfield Institute of Technology Cranfield, Beds MK43 OAL England. Abstract We present Numerical Viscosity Functions,

More information

Numerical Solutions for Hyperbolic Systems of Conservation Laws: from Godunov Method to Adaptive Mesh Refinement

Numerical Solutions for Hyperbolic Systems of Conservation Laws: from Godunov Method to Adaptive Mesh Refinement Numerical Solutions for Hyperbolic Systems of Conservation Laws: from Godunov Method to Adaptive Mesh Refinement Romain Teyssier CEA Saclay Romain Teyssier 1 Outline - Euler equations, MHD, waves, hyperbolic

More information

Hp-Adaptivity on Anisotropic Meshes for Hybridized Discontinuous Galerkin Scheme

Hp-Adaptivity on Anisotropic Meshes for Hybridized Discontinuous Galerkin Scheme Hp-Adaptivity on Anisotropic Meshes for Hybridized Discontinuous Galerkin Scheme Aravind Balan, Michael Woopen and Georg May AICES Graduate School, RWTH Aachen University, Germany 22nd AIAA Computational

More information

Definition and Construction of Entropy Satisfying Multiresolution Analysis (MRA)

Definition and Construction of Entropy Satisfying Multiresolution Analysis (MRA) Utah State University DigitalCommons@USU All Graduate Theses and Dissertations Graduate Studies 6 Definition and Construction of Entropy Satisfying Multiresolution Analysis (MRA Ju Y. Yi Utah State University

More information

Discontinuous Galerkin methods Lecture 2

Discontinuous Galerkin methods Lecture 2 y y RMMC 2008 Discontinuous Galerkin methods Lecture 2 1 Jan S Hesthaven Brown University Jan.Hesthaven@Brown.edu y 1 0.75 0.5 0.25 0-0.25-0.5-0.75 y 0.75-0.0028-0.0072-0.0117 0.5-0.0162-0.0207-0.0252

More information

An adaptive mesh redistribution method for nonlinear Hamilton-Jacobi equations in two- and three-dimensions

An adaptive mesh redistribution method for nonlinear Hamilton-Jacobi equations in two- and three-dimensions An adaptive mesh redistribution method for nonlinear Hamilton-Jacobi equations in two- and three-dimensions H.-Z. Tang, Tao Tang and Pingwen Zhang School of Mathematical Sciences, Peking University, Beijing

More information

A Fourth-Order Central Runge-Kutta Scheme for Hyperbolic Conservation Laws

A Fourth-Order Central Runge-Kutta Scheme for Hyperbolic Conservation Laws A Fourth-Order Central Runge-Kutta Scheme for Hyperbolic Conservation Laws Mehdi Dehghan, Rooholah Jazlanian Department of Applied Mathematics, Faculty of Mathematics and Computer Science, Amirkabir University

More information

Numerical Analysis of Higher Order Discontinuous Galerkin Finite Element Methods

Numerical Analysis of Higher Order Discontinuous Galerkin Finite Element Methods Numerical Analysis of Higher Order Discontinuous Galerkin Finite Element Methods Contents Ralf Hartmann Institute of Aerodynamics and Flow Technology DLR (German Aerospace Center) Lilienthalplatz 7, 3808

More information

NUMERICAL SOLUTION OF CONVECTION DIFFUSION EQUATIONS USING UPWINDING TECHNIQUES SATISFYING THE DISCRETE MAXIMUM PRINCIPLE

NUMERICAL SOLUTION OF CONVECTION DIFFUSION EQUATIONS USING UPWINDING TECHNIQUES SATISFYING THE DISCRETE MAXIMUM PRINCIPLE Proceedings of the Czech Japanese Seminar in Applied Mathematics 2005 Kuju Training Center, Oita, Japan, September 15-18, 2005 pp. 69 76 NUMERICAL SOLUTION OF CONVECTION DIFFUSION EQUATIONS USING UPWINDING

More information

State of the Art MHD Methods for Astrophysical Applications p.1/32

State of the Art MHD Methods for Astrophysical Applications p.1/32 State of the Art MHD Methods for Astrophysical Applications Scott C. Noble February 25, 2004 CTA, Physics Dept., UIUC State of the Art MHD Methods for Astrophysical Applications p.1/32 Plan of Attack Is

More information

The RAMSES code and related techniques I. Hydro solvers

The RAMSES code and related techniques I. Hydro solvers The RAMSES code and related techniques I. Hydro solvers Outline - The Euler equations - Systems of conservation laws - The Riemann problem - The Godunov Method - Riemann solvers - 2D Godunov schemes -

More information

Compact High Order Finite Difference Stencils for Elliptic Variable Coefficient and Interface Problems

Compact High Order Finite Difference Stencils for Elliptic Variable Coefficient and Interface Problems Compact High Order Finite Difference Stencils for Elliptic Variable Coefficient and Interface Problems Daniel Ritter 1, Ulrich Rüde 1, Björn Gmeiner 1, Rochus Schmid 2 Copper Mountain, March 18th, 2013

More information

CONVERGENCE THEORY. G. ALLAIRE CMAP, Ecole Polytechnique. 1. Maximum principle. 2. Oscillating test function. 3. Two-scale convergence

CONVERGENCE THEORY. G. ALLAIRE CMAP, Ecole Polytechnique. 1. Maximum principle. 2. Oscillating test function. 3. Two-scale convergence 1 CONVERGENCE THEOR G. ALLAIRE CMAP, Ecole Polytechnique 1. Maximum principle 2. Oscillating test function 3. Two-scale convergence 4. Application to homogenization 5. General theory H-convergence) 6.

More information

Numerical Solution Techniques in Mechanical and Aerospace Engineering

Numerical Solution Techniques in Mechanical and Aerospace Engineering Numerical Solution Techniques in Mechanical and Aerospace Engineering Chunlei Liang LECTURE 9 Finite Volume method II 9.1. Outline of Lecture Conservation property of Finite Volume method Apply FVM to

More information

First, Second, and Third Order Finite-Volume Schemes for Diffusion

First, Second, and Third Order Finite-Volume Schemes for Diffusion First, Second, and Third Order Finite-Volume Schemes for Diffusion Hiro Nishikawa 51st AIAA Aerospace Sciences Meeting, January 10, 2013 Supported by ARO (PM: Dr. Frederick Ferguson), NASA, Software Cradle.

More information

LARGE-TIME ASYMPTOTICS, VANISHING VISCOSITY AND NUMERICS FOR 1-D SCALAR CONSERVATION LAWS

LARGE-TIME ASYMPTOTICS, VANISHING VISCOSITY AND NUMERICS FOR 1-D SCALAR CONSERVATION LAWS LAGE-TIME ASYMPTOTICS, VANISHING VISCOSITY AND NUMEICS FO 1-D SCALA CONSEVATION LAWS L. I. IGNAT, A. POZO, E. ZUAZUA Abstract. In this paper we analyze the large time asymptotic behavior of the discrete

More information

The Discontinuous Galerkin Method for Hyperbolic Problems

The Discontinuous Galerkin Method for Hyperbolic Problems Chapter 2 The Discontinuous Galerkin Method for Hyperbolic Problems In this chapter we shall specify the types of problems we consider, introduce most of our notation, and recall some theory on the DG

More information

Antony Jameson. AIAA 18 th Computational Fluid Dynamics Conference

Antony Jameson. AIAA 18 th Computational Fluid Dynamics Conference Energy Estimates for Nonlinear Conservation Laws with Applications to Solutions of the Burgers Equation and One-Dimensional Viscous Flow in a Shock Tube by Central Difference Schemes Antony Jameson AIAA

More information

Chp 4: Non-linear Conservation Laws; the Scalar Case. By Prof. Dinshaw S. Balsara

Chp 4: Non-linear Conservation Laws; the Scalar Case. By Prof. Dinshaw S. Balsara Chp 4: Non-linear Conservation Laws; the Scalar Case By Prof. Dinshaw S. Balsara 1 4.1) Introduction We have seen that monotonicity preserving reconstruction and iemann solvers are essential building blocks

More information

Extremum-Preserving Limiters for MUSCL and PPM

Extremum-Preserving Limiters for MUSCL and PPM arxiv:0903.400v [physics.comp-ph] 7 Mar 009 Extremum-Preserving Limiters for MUSCL and PPM Michael Sekora Program in Applied and Computational Mathematics, Princeton University Princeton, NJ 08540, USA

More information

The MOOD method for steady-state Euler equations

The MOOD method for steady-state Euler equations The MOOD method for steady-state Euler equations G.J. Machado 1, S. Clain 1,2, R. Loubère 2 1 Universidade do Minho, Centre of Mathematics, Guimarães, Portugal 2 Université Paul Sabatier, Institut de Mathématique

More information

Introduction to Partial Differential Equations

Introduction to Partial Differential Equations Introduction to Partial Differential Equations Partial differential equations arise in a number of physical problems, such as fluid flow, heat transfer, solid mechanics and biological processes. These

More information

Modeling and Numerical Approximation of Traffic Flow Problems

Modeling and Numerical Approximation of Traffic Flow Problems Modeling and Numerical Approximation of Traffic Flow Problems Prof. Dr. Ansgar Jüngel Universität Mainz Lecture Notes (preliminary version) Winter Contents Introduction Mathematical theory for scalar conservation

More information