Abstract
This paper is concerned with developing accurate and efficient numerical methods for fully nonlinear second order elliptic and parabolic partial differential equations (PDEs) in multiple spatial dimensions. It presents a general framework for constructing high order local discontinuous Galerkin (LDG) methods for approximating viscosity solutions of these fully nonlinear PDEs. The proposed LDG methods are natural extensions of a narrow-stencil finite difference framework recently proposed by the authors for approximating viscosity solutions. The idea of the methodology is to use multiple approximations of first and second order derivatives as a way to resolve the potential low regularity of the underlying viscosity solution. Consistency and generalized monotonicity properties are proposed that ensure the numerical operator approximates the differential operator. The resulting algebraic system has several linear equations coupled with only one nonlinear equation that is monotone in many of its arguments. The structure can be explored to design nonlinear solvers. This paper also presents and analyzes numerical results for several numerical test problems in two dimensions which are used to gauge the accuracy and efficiency of the proposed LDG methods.
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References
Barles, G., Souganidis, P.E.: Convergence of approximation schemes for fully nonlinear second order equations. Asymptot. Anal. 4(3), 271–283 (1991)
Caffarelli, L.A., Cabré, X.: Fully Nonlinear Elliptic Equations, Vol. 43 of American Mathematical Society Colloquium Publications. American Mathematical Society, Providence (1995)
Crandall, M.G., Lions, P.-L.: Viscosity solutions of Hamilton–Jacobi equations. Trans. Am. Math. Soc. 277(1), 1–42 (1983)
Debrabant, K., Jakobsen, E.: Semi-Lagrangian schemes for linear and fully non-linear diffusion equations. Math. Comput. 82, 1433–1462 (2013)
Feng, X., Glowinski, R., Neilan, M.: Recent developments in numerical methods for second order fully nonlinear partial differential equations. SIAM Rev. 55(2), 205–267 (2013)
Feng, X., Jensen, M.: Convergent semi-Lagrangian methods for the Monge–Ampère equation on unstructured grids. SIAM J. Numer. Anal. 55, 691–712 (2017)
Feng, X., Kao, C., Lewis, T.: Convergent finite difference methods for one-dimensional fully nonlinear second order partial differential equations. J. Comput. Appl. Math. 254, 81–98 (2013)
Feng, X., Lewis, T.: A narrow-stencil finite difference method for approximating viscosity solutions of fully nonlinear elliptic partial differential equations with applications to Hamilton–Jacobi–Bellman equations (2018)
Feng, X., Lewis, T.: Mixed interior penalty discontinuous Galerkin methods for one-dimensional fully nonlinear second order elliptic and parabolic equations. J. Comput. Math. 32(2), 107–135 (2014)
Feng, X., Lewis, T.: Local discontinuous Galerkin methods for one-dimensional second order fully nonlinear elliptic and parabolic equations. J. Sci. Comput. 59, 129–157 (2014)
Feng, X., Lewis, T.: Mixed interior penalty discontinuous Galerkin methods for fully nonlinear second order elliptic and parabolic equations in high dimensions. Numer. Methods Partial Differ.Equ. 30(5), 1538–1557 (2014)
Feng, X., Lewis, T., Neilan, M.: Discontinuous Galerkin finite element differential calculus and applications to numerical solutions of linear and nonlinear partial differential equations. J. Comput. Appl. Math. 299, 68–91 (2016)
Feng, X., Neilan, M.: Vanishing moment method and moment solutions for fully nonlinear second order partial differential equations. J. Sci. Comput. 38(1), 74–98 (2009)
Feng, X., Neilan, M.: The vanishing moment method for fully nonlinear second order partial differential equations: formulation, theory, and numerical analysis (2011). arXiv:1109.1183v2
Fleming, W.H., Rishel, R.W.: Deterministic and Stochastic Optimal Control. Applications of Mathematics, No. 1. Springer, Berlin (1975)
Fleming, W.H., Soner, H.M.: Controlled Markov Processes and Viscosity Solutions, Volume 25 of Applications of Mathematics. Springer, New York (1993)
Gilbarg, D., Trudinger, N.S.: Elliptic Partial Differential Equations of Second Order, Classics in Mathematics. Springer, Berlin (2001) (reprint of the 1998 edition)
Jensen, M., Smears, I.: On the convergence of finite element methods for Hamilton–Jacobi–Bellman equations. SIAM J. Numer. Anal. 51, 137–162 (2013)
Lewis, T.L.: Finite difference and discontinuous Galerkin finite element methods for fully nonlinear second order partial differential equations. Ph.D. thesis, University of Tennessee (2013). http://trace.tennessee.edu/utk_graddiss/2446
Lewis, T., Neilan, M.: Convergence analysis of a symmetric dual-wind discontinuous Galerkin method. J. Sci. Comput. 59(3), 602–625 (2014)
Lieberman, G.M.: Second Order Parabolic Differential Equations. World Scientific Publishing Co., Inc., River Edge (1996)
Neilan, M., Salgado, A.J., Zhang, W.: Numerical analysis of strongly nonlinear PDEs. Acta Numer. arXiv:1610.07992 [math.NA] (2017) (to appear)
Nitsche, J.A.: Über ein Variationsprinzip zur Lösung von Dirichlet Problemen bei Verwendung von Teilraumen, die keinen Randbedingungen unterworfen sind. Abhandlungen aus dem Mathematischen Seminar der Universität Hamburg 36, 9–15 (1970/71)
Nochetto, R.H., Ntogakas, D., Zhang, W.: Two-scale method for the Monge–Ampére equation: convergence rates (2017). arXiv:1706.06193 [math.NA]
Pogorelov, A.V.: Monge–Ampère Equations of Elliptic Type. P. Noordhoff Ltd., Groningen (1964)
Salgado, A.J., Zhang, W.: Finite element approximation of the Isaacs equation (2016). arXiv:1512.09091v1 [math.NA]
Shu, C.-W.: High order numerical methods for time dependent Hamilton–Jacobi equations. In: Mathematics and computation in imaging science and information processing, Vol. 11 of Lecture Notes Series Institute Mathematics Science Natural University Singapore, pp. 47–91. World Sci. Publ., Hackensack (2007)
Smears, I., Süli, E.: Discontinuous Galerkin finite element approximation of Hamilton–Jacobi–Bellman equations with Cordes coefficients. SIAM J. Numer. Anal. 52, 993–1016 (2014)
Yan, J., Osher, S.: A local discontinuous Galerkin method for directly solving Hamilton–Jacobi equations. J. Comput. Phys. 230, 232–244 (2011)
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This paper is dedicated to Professor Bernardo Cockburn on the occasion of his sixtieth birthday.
The work of both authors was partially supported by the NSF Grant DMS-1620168.
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Feng, X., Lewis, T. Nonstandard Local Discontinuous Galerkin Methods for Fully Nonlinear Second Order Elliptic and Parabolic Equations in High Dimensions. J Sci Comput 77, 1534–1565 (2018). https://doi.org/10.1007/s10915-018-0765-z
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DOI: https://doi.org/10.1007/s10915-018-0765-z