Abstract
Domain decomposition methods are widely used for the numerical solution of partial differential equations on high performance computers. We develop an adjoint-based a posteriori error analysis for both multiplicative and additive overlapping Schwarz domain decomposition methods. The numerical error in a user-specified functional of the solution (quantity of interest) is decomposed into contributions that arise as a result of the finite iteration between the subdomains and from the spatial discretization. The spatial discretization contribution is further decomposed into contributions arising from each subdomain. This decomposition of the numerical error is used to construct a two stage solution strategy that efficiently reduces the error in the quantity of interest by adjusting the relative contributions to the error.
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Arbogast, T., Estep, D., Sheehan, B., Tavener, S.: A posteriori error estimates for mixed finite element and finite volume methods for problems coupled through a boundary with nonmatching grids. IMA J. Numer. Anal. 34(4), 1625–1653 (2014)
Arbogast, T., Estep, D., Sheehan, B., Tavener, S.: A posteriori error estimates for mixed finite element and finite volume methods for parabolic problems coupled through a boundary. SIAM/ASA J. Uncertain. Quant. 3(1), 169–198 (2015)
Bangerth, W., Rannacher, R..: Adaptive Finite Element Methods for Differential Equations. Birkhäuser, (2013)
Becker, R., Rannacher, R.: An optimal control approach to a posteriori error estimation in finite element methods. Acta Numerica 10(1), 1–102 (2001)
Butler, T., Estep, D., Sandelin, J.: A computational measure theoretic approach to inverse sensitivity problems II: A posteriori error analysis. SIAM J. Numer. Anal. 50, 22–45 (2012)
Carey, V., Estep, D., Johansson, A., Larson, M., Tavener, S.J.: Blockwise adaptivity for time dependent problems based on coarse scale adjoint solutions. SIAM J. Sci. Comput. 32(4), 2121–2145 (2010)
Carey, V., Estep, D., Tavener, S.J.: A posteriori analysis and adaptive error control for operator decomposition solution of coupled semilinear elliptic systems. Int. J. Numer. Meth. Eng. 94(9), 826–849 (2013)
Chaudhry, J., Burch, N., Estep, D.: Efficient distribution estimation and uncertainty quantification for elliptic problems on domains with stochastic boundaries. SIAM/ASA J. Uncertain. Quant. 6(3), 1127–1150 (2018)
Chaudhry, J.H., Estep, D., Ginting, V., Tavener, S.J.: A posteriori analysis for iterative solvers for nonautonomous evolution problems. SIAM/ASA J. Uncertain. Quant. 3(1), 434–459 (2015)
Chaudhry, J.H.: A posteriori analysis and efficient refinement strategies for the Poisson-Boltzmann equation. SIAM J. Sci. Comput. 40(4), A2519–A2542 (2018)
Chaudhry, J.H., Estep, D., Tavener, S., Carey, V., Sandelin, J.: A posteriori error analysis of two-stage computation methods with application to efficient discretization and the parareal algorithm. SIAM J. Numer. Anal. 54(5), 2974–3002 (2016)
Chaudhry, J.H., Estep, D., Ginting, V., Shadid, J.N., Tavener, S.J.: A posteriori error analysis of IMEX multi-step time integration methods for advection-diffusion-reaction equations. Comput. Methods Appl. Mech. Eng. 285, 730–751 (2015)
Chaudhry, J.H., Estep, D., Ginting, V., Tavener, S.J.: A posteriori analysis of an iterative multi-discretization method for reaction-diffusion systems. Comput. Methods Appl. Mech. Eng. 267, 1–22 (2013)
Chaudhry, J.H., Estep, D., Gunzburger, M.: Exploration of efficient reduced-order modeling and a posteriori error estimation. Int. J. Numer. Meth. Eng. 111(2), 103–122 (2017)
Chaudhry, J.H., Shadid, J.N., Wildey, T.: A posteriori analysis of an IMEX entropy-viscosity formulation for hyperbolic conservation laws with dissipation. Appl. Numer. Math. 135, (2019)
Collins, J., Estep, D., Tavener, S.J.: A posteriori error estimates for explicit time integration methods. BIT Numer. Math. (2014)
Collins, J.B., Estep, D., Tavener, S.J.: A posteriori error estimation for the Lax–Wendroff finite difference scheme. J. Comput. Appl. Math. 263, 299–311 (2014)
Collins, J.B., Estep, D., Tavener, S.J.: A posteriori error estimation for a cut cell finite volume method with uncertain interface location. Int. J. Uncertain. Quant. 5(5), (2015)
Dryja, M., Widlund, O.B.: An additive variant of the Schwarz alternating method for the case of many subregions. Technical Report 339, also Ultracomputer Note 131, Department of Computer Science, Courant Institute (1987)
Eriksson, K., Estep, D., Hansbo, P., Johnson, C.: Introduction to adaptive methods for differential equations. Acta Numerica 4, 105–158 (1995)
Estep, D.: A posteriori error bounds and global error control for approximation of ordinary differential equations. SIAM J. Numer. Anal., 1–48, (1995)
Estep, D.: Error estimates for multiscale operator decomposition for multiphysics models. In: Fish, J. (ed.) Multiscale Methods: Bridging the Scales in Science and Engineering, pp. 305–390. Oxford University Press, Oxford (2009)
Estep, D., Ginting, V., Tavener, S.J.: A posteriori analysis of a multirate numerical method for ordinary differential equations. Comput. Methods Appl. Mech. Eng. 223, 10–27 (2012)
Estep, D., Holst, M., Larson, M.: Generalized Green’s functions and the effective domain of influence. SIAM J. Sci. Comput. 26(4), 1314–1339 (2005)
Estep, D., Målqvist, A., Tavener, S.J.: Nonparametric density estimation for randomly perturbed elliptic problems I: Computational methods, a posteriori analysis, and adaptive error control. SIAM J. Sci. Comput. 31(4), 2935–2959 (2009)
Giles, M.B., Süli, E.: Adjoint methods for pdes: a posteriori error analysis and postprocessing by duality. Acta Numerica 11(1), 145–236 (2002)
Houston, P., Senior, B., Süli, E.: hp-Discontinuous Galerkin finite element methods for hyperbolic problems: error analysis and adaptivity. Int. J. Numer. Meth. Fluids 40(1–2), 153–169 (2002)
Jiránek, P., Strakoš, Z., Vohralík, M.: A posteriori error estimates including algebraic error and stopping criteria for iterative solvers. SIAM J. Sci. Comput. 32(3), 1567–1590 (2010)
Johansson, A., Chaudhry, J.H., Carey, V., Estep, D., Ginting, V., Larson, M., Tavener, S.J.: Adaptive finite element solution of multiscale pde-ode systems. Comput. Methods Appl. Mech. Eng. 287, 150–171 (2015)
Keyes, D.E., Saad, Y., Truhlar, D.G. (eds.): Domain-Based Parallelism and Problem Decomposition Methods in Computational Sciences and Engineering. SIAM, New York (1995)
Kron, G.: A set of principles to interconnect the solutions of physical systems. J. Appl. Phys. 24(8), 965–980 (1953)
Lions, P.L.: On the Schwarz alternating method III: a variant for nonoverlapping subdomains. In: Third international Symposium on Domain Decomposition Methods for Partial Differential Equations, vol 6, pp. 202–223. Philadelphia, SIAM (1990)
Lions, P.-L.: On the Schwarz alternating method. I. SIAM, Philadelphia (1988)
Marchuk, G.I., Agoshkov, V.I., Shutyaev, V.P.: Adjoint Equations and Perturbation Algorithms in Nonlinear Problems. CRC Press, New York (1996)
Mathew, T.P.A.: Domain Decomposition Methods for the Numerical Solution of Partial Differential Equations. Lecture Notes in Computational Science and Engineering, vol. 61. Springer, Berlin (2008)
Papež, J., Strakoš, Z., Vohralík, M.: Estimating and localizing the algebraic and total numerical errors using flux reconstructions. Numer. Math. 138(3), 681–721 (2018)
Przemieniecki, J.S.: Matrix structural analysis of substructures. AIAA J. 1(1), 138–147 (1963)
Smith, B.F., Bjørstad, P.E., Gropp, W.: Domain Decomposition: Parallel Multilevel Methodsfor Elliptic Partial Dierential Equations. Cambridge University Press, Cambridge (1996)
Toselli, A., Widlund, O.: Domain Decomposition Methods - Algorithms and Theory, volume 34 of Springer Series in Computational Mathematics. Springer, (2004)
Wohlmuth, B.: Discretization Methods and Iterative Solvers Based on Domain Decomposition. Technical report, Habilitation, Department of Mathematics, Augsburg (1999)
Acknowledgements
J. Chaudhry’s work is supported by the NSF-DMS 1720402. S. Tavener’s work is supported by NSF-DMS 1720473. D. Estep’s work is supported by NSF-DMS 1720473.
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Communicated by Axel Målqvist.
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Chaudhry, J.H., Estep, D. & Tavener, S.J. A posteriori error analysis for Schwarz overlapping domain decomposition methods. Bit Numer Math 61, 1153–1191 (2021). https://doi.org/10.1007/s10543-021-00864-1
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DOI: https://doi.org/10.1007/s10543-021-00864-1