Abstract
We use trivariate spline functions for the numerical solution of the Dirichlet problem of the 3D elliptic Monge-Ampére equation. Mainly we use the spline collocation method introduced in [SIAM J. Numerical Analysis, 2405-2434,2022] to numerically solve iterative Poisson equations and use an averaged algorithm to ensure the convergence of the iterations. We shall also establish the rate of convergence under a sufficient condition and provide some numerical evidence to show the numerical rates. Then we present many computational results to demonstrate that this approach works very well. In particular, we tested many known convex solutions as well as nonconvex solutions over convex and nonconvex domains and compared them with several existing numerical methods to show the efficiency and effectiveness of our approach.
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References
Angenent, S., Haker, S., Tannenbaum, A.: Minimizing flows for the Monge-Kantorovich problem. SIAM J. Math. Anal. 35, 61–97 (2003)
Awanou, Gerard: Energy Methods in 3D Spline Approximations, Dissertation, University of Georgia, Athens, GA, (2003)
Awanou, Gerard: Standard finite elements for the numerical resolution of the elliptic Monge-Ampére equation: mixed methods, IMA J. Numer. Anal. 35(3) (2013)
Awanou, Gerard: Pseudo time continuation and time marching methods for Monge-Ampére type equations, Adv. Comput. Math. 41(4) (2013)
Awanou, Gerard: Standard finite elements for the numerical resolution of the elliptic Monge-Ampére equation: classical solutions, IMA J. Numer. Anal. (2014)
Awanou, Gerard: Spline element method for Monge-Ampére equations. BIT Numer. Math. 55, 625–646 (2015)
Awanou, G.: On standard finite difference discretizations of the elliptic Monge-Ampére equation. J. Sci. Comput. 69, 892–904 (2016)
Awanou, G.; Lai, MJ.; Wenston, P.: The multivariate spline method for scattered data fitting and numerical solution of partial differential equations. In Wavelets and splines: Athens, 2005, Nashboro Press, Brentwood, TN, pp. 24–74, (2006)
Awanou, Geard, Li, H.: Error analysis of a mixed finite element method for the Monge-Ampére equation. Int. J. Numer. Anal. Model. 11(4), 745–761 (2014)
Barles, G., Souganidis, P.E: Convergence of approximation schemes for fully nonlinear second order equations, Decision and Control, 1990., Proceedings of the 29th IEEE Conference on, IEEE, pp. 2347–2349 (2002)
Benamou, J., Brenier, Y.: A computational fluid mechanics solution to the Monge- Kantorovich mass transfer problem. Numer. Math. 84, 375–393 (2000)
Benamou, J.-D., Froese, B.D., Oberman, A.M.: Two Numerical Methods for the elliptic Monge-Ampére equation. Mathematical Modelling and Numerical Analysis, ESAIM (2010)
Benitoa, J.J., Garcia, A., Gavete, L., Negreanu, M., Ureña, F., Vargas, A.M.: Solving Monge-Ampére equation in 2D and 3D by Generalized Finite Difference Method. Eng. Anal. Bound. Elem. 124C, 52–63 (2020)
Berry, M.V.: Oriental magic mirrors and the Laplacian image. Eur. J. Phys. 27, 109–118 (2006)
Bohmer, K., Schaback, R.: A meshfree method for solving the Monge-Ampére equation. Numer. Algorithm. 82, 539–551 (2019)
Brix, K., Hafizogullari, Y., Platen, A.: Solving the Monge-Ampére equations for the inverse reflector problem, Math. Phys. (2015)
Caboussat, A., Glowinski, R., Gourzoulidis, D.: A least-squares/relaxation method for the numerical solution of the three-dimensional elliptic Monge-Ampére equation. J. Sci. Comput. 77, 53–78 (2018)
Caffarelli, L.A.: Interior \(W^{2, p}\) estimates for solutions of the Monge-Ampŕe equation. Ann. of Math. 2(131), 135–150 (1990)
Caffarelli, L.A., Nirenberg, L., Spruck, J.: The Dirichlet problem for nonlinear second order elliptic equations I. Monge-Ampére equation. Commun. Pure Appl. Math. 37, 369–402 (1984)
Caffarelli, L.A., Cabré, X.: Fully nonlinear elliptic equations, American mathematical society colloquium publications, vol. 43. American Mathematical Society, Providence, RI (1995)
Caffarelli, L.A., Souganidis, P.E.: A rate of convergence for monotone finite difference approximations to fully nonlinear, uniformly elliptic PDEs. Commun. Pure Appl. Math. 61(1), 1–17 (2008)
Chen, S., Liu, J., Wang, X.-J.: Global regularity for the Monge-Ampére equation with natural boundary condition. Ann. Math. 194(3), 745–793 (2021)
Dean, E.J., Glowinski, R.: Numerical solution of the two-dimensional elliptic Monge-Ampére equation with Dirichlet boundary conditions: an augmented Lagrangian approach. C. R. Math. Acad. Sci. Paris 336(9), 779–784 (2003)
Dean, E.J., Glowinski, R.: Numerical solution of the two-dimensional elliptic Monge-Ampére equation with Dirichlet boundary conditions: a least-squares approach. C. R. Math. Acad. Sci. Paris 339(12), 887–892 (2004)
Evans, L.C.: Partial differential equations and Monge-Kantorovich mass transfer. Lect. Notes 1, 65–126 (1998)
Feng, X.: Convergence of the vanishing moment method for the Monge-Ampére equation. Trans. Am. Math. Soc. 47(2), 1226–50 (2008)
Feng, X., Neilan, M.: Mixed finite element methods for the fully nonlinear Monge-Ampére equation based on the vanishing moment method. SIAM J. Numer. Anal. 47(2), 1226–1250 (2009)
Figalli, A.: The Monge-Ampére equation and its applications, European Mathematical Society (2017)
Froese, B., Oberman, A.: Convergent finite difference solvers for viscosity solutions of the elliptic Monge-Ampére equation in dimensions two and higher, SIAM. J. Numer. Anal. 49, 1692–1714 (2011)
Froese, B.D.: A numerical method for the elliptic Monge-Ampre equation with transport boundary condition. SIAM J. Sci. Comput. 34(3), 1432–1459 (2012)
Gao, F., Lai, M.-J.: A new \(H^2\) regularity condition of the solution to Dirichlet problem of the Poisson equation and its applications. Acta Math. Sinica 36, 21–39 (2020)
Gilbarg, D.; Trudinger, N.S.: Elliptic partial differential equations of second order. Grundlehren der Mathematischen Wissenschaften, vol. 224, 2nd edn. Springer, Heidelberg (1983)
Gilbarg, D., Trudinger, N.S.: Elliptic partial differential equations of second order. Reprint of the 1998 Edition, Classics in Mathematics, Springer, (2001)
Haber, E., Rehman, T., Tannenbaum, A.: An efficient numerical method for the solution of the \(L_2\) optimal mass transfer problem. SIAM J. Sci. Comput. 32, 197–211 (2010)
Kuo, H.J., Trudinger, N.S.: Discrete methods for fully nonlinear elliptic equations. SIAM J. Numer. Anal. 29(1), 123–135 (1992)
Kuo, H.J., Trudinger, N.S.: On the discrete maximum principle for parabolic difference operators. Modélisation mathématique et analyse numérique 27(6), 719–737 (1993)
Kuo, H.J., Trudinger, N.S.: Positive difference operators on general meshes. Duke Math. J. 83(2), 415–434 (1996)
Kuo, H.J., Trudinger, N.S.: Evolving monotone difference operators on general space-time meshes. Duke Math. J. 91(3), 587–608 (1998)
Lai, M.J., Lee, J.: A multivariate spline based collocation method for numerical solution of PDEs. SIAM J. Numer. Anal. 60, 2405–2434 (2022)
Lai, M.J.; Schumaker, L.L.: Spline function on triangulations, Cambridge University Press, (2007)
Lai, M.-J., Wenston, P.: Bivariate splines for fluid flows. Comput. Fluids 33, 1047–1073 (2004)
Lee, J.: A multivariate spline method for numerical solution of partial differential equations, Dissertation (under preparation), University of Georgia, (2023)
Lei, N.; Gu, X.: FFT-OT: A Fast Algorithm for Optimal Transportation, ICCV (2021)
Liu, J., Froese, B.D., Oberman, A.M., Xiao, M.: A multigrid scheme for 3D Monge-Ampére equations. Int. J. Comput. Math. 94(9), 1850–66 (2016)
Liu, Z.; Xu, Q.: On Multiscale RBF Collocation Methods for Solving the Monge-Ampére Equation, Mathematical Problems in Engineering Volume, Article ID 1748037, 10 pages (2020)
Mak, S.-Y., Yip, D.-Y.: Secrets of the chinese magic mirror replica. Phys. Ed. 36, 102–107 (2001)
Mersmann, C.: Numerical Solution of Helmholtz equation and Maxwell equations, Ph.D. Dissertation, University of Georgia, Athens, GA (2019)
Oberman, A.M.: Wide stencil finite difference schemes for the elliptic Monge-Ampere equation and functions of the eigenvalues of the Hessian. Discret. Contin. Dyn. Syst. Ser. B 10(1), 221–238 (2008)
Ostrowski, A.M.: Solution of equations and systems of equations, pure and applied mathematics, vol. IX. New York-London: Academic Press, pp. ix +202 (1960)
Oliker, V.I., Prussner, L.D.: On the numerical solution of the equation \(\dfrac{\partial ^2}{\partial x^2}u \dfrac{\partial ^2}{\partial y^2}u- \left( \dfrac{\partial ^2}{\partial x \partial y}u\right)=f\) and its discretizations. I Numer. Math. 54(3), 271–293 (1989)
Schumaker, L.L.: Spline Functions: Computational Methods. SIAM Publication, Philadelphia (2015)
Schumaker, L.L.: Solving elliptic PDE’s on domains with curved boundaries with an immersed penalized boundary method. J. Sci. Comput. 80(3), 1369–1394 (2019)
Villani, C.: Topics in Optimal Transportation. AMS, Providence, RI (2003)
Villani, C.: Optimal transport: old and new, vol. 338. Springer Science & Business Media, (2008)
Wang, X.-J.: Regularity for Monge-Ampére equation near the boundary. Analysis 16, 101–107 (1996)
Xu, Y.D.: Multivariate splines for scattered data fitting. eigenvalue problems, and numerical solution to poisson equations, Ph.D. Dissertation, University of Georgia, Athens, GA, (2019)
Zhu, X., Ni, J., Chen, Q.: An optical design and simulation of LED low-beam headlamps. J. Phys. Conf. Ser. 276, 012201 (2011)
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Dr. Ming-Jun Lai is supported by the Simons Foundation collaboration grant #864439.
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Lai, MJ., Lee, J. Trivariate Spline Collocation Methods for Numerical Solution to 3D Monge-Ampère Equation. J Sci Comput 95, 56 (2023). https://doi.org/10.1007/s10915-023-02183-9
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DOI: https://doi.org/10.1007/s10915-023-02183-9