Abstract
We propose a primal–dual parallel proximal splitting method for solving domain decomposition problems for partial differential equations. The problem is formulated via minimization of energy functions on the subdomains with coupling constraints which model various properties of the solution at the interfaces. The proposed method can handle a wide range of linear and nonlinear problems, with flexible, possibly nonlinear, transmission conditions across the interfaces. Strong convergence in the energy spaces is established in this general setting, and without any additional assumption on the energy functions or the geometry of the problem. Several examples are presented.
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Adams, R.A., Fournier, J.J.F.: Sobolev Spaces, 2nd edn. Academic Press, Amsterdam (2003)
Alotaibi, A., Combettes, P.L., Shahzad, N.: Best approximation from the Kuhn–Tucker set of composite monotone inclusions. Numer. Funct. Anal. Optim. arXiv:1401.8005. (to appear)
Attouch, H., Bolte, J., Redont, P., Soubeyran, A.: Alternating proximal algorithms for weakly coupled convex minimization problems. Applications to dynamical games and PDE’s. J. Convex Anal. 15, 485–506 (2008)
Attouch, H., Buttazzo, G., Michaille, G.: Variational Analysis in Sobolev and BV Spaces, 2nd edn. SIAM, Philadelphia (2014)
Attouch, H., Cabot, A., Frankel, P., Peypouquet, J.: Alternating proximal algorithms for linearly constrained variational inequalities. Applications to domain decomposition for PDE’s. Nonlinear Anal. 74, 7455–7473 (2011)
Attouch, H., Damlamian, A.: Application des méthodes de convexité et monotonie à l’étude de certaines équations quasi-linéaires. Proc. R. Soc. Edinb. Sect. A 79, 107–129 (1977)
Attouch, H., Picard, C.: Variational inequalities with varying obstacles: the general form of the limit problem. J. Funct. Anal. 50, 329–386 (1983)
Attouch, H., Soueycatt, M.: Augmented Lagrangian and proximal alternating direction methods of multipliers in Hilbert spaces. Applications to games, PDE’s and control. Pac. J. Optim. 5, 17–37 (2009)
Badea, L.: Convergence rate of a Schwarz multilevel method for the constrained minimization of nonquadratic functionals. SIAM J. Numer. Anal. 44, 449–477 (2006)
Bank, R., Holst, M., Widlund, O., Xu, J. (eds.): Domain Decomposition Methods in Science and Engineering XX. Lect. Notes Comput. Sci. Eng., vol. 91. Springer, Berlin (2013)
Bauschke, H.H., Combettes, P.L.: Convex Analysis and Monotone Operator Theory in Hilbert Spaces. Springer, New York (2011)
Beirão da Veiga, H., Crispo, F.: On the global regularity for nonlinear systems of the \(p\)-Laplacian type. Discret. Contin. Dyn. Syst. Ser. S 6, 1173–1191 (2013)
Bercovier, M., Gander, M.J., Kornhuber, R., Widlund, O. (eds.): Domain Decomposition Methods in Science and Engineering XVIII. Lect. Notes Comput. Sci. Eng., vol. 70. Springer, Berlin (2009)
Boţ, R.I., Hendrich, C.: A Douglas-Rachford type primal-dual method for solving inclusions with mixtures of composite and parallel-sum type monotone operators. SIAM J. Optim. 23, 2541–2565 (2013)
Brézis, H.: Monotonicity methods in Hilbert spaces and some applications to nonlinear partial differential equations. In: Zarantonello, E. (ed.) Contributions to Nonlinear Functional Analysis. Academic Press, New York (1971)
Briceño-Arias, L.M., Combettes, P.L.: A monotone \(+\) skew splitting model for composite monotone inclusions in duality. SIAM J. Optim. 21, 1230–1250 (2011)
Chan, T.F., Glowinski, R. (eds.): Proceedings of Third International Symposium on Domain Decomposition Methods for Partial Differential Equations, Houston (1989). [SIAM, Philadelphia (1990)]
Chan, T.F., Mathew, T.P.: Domain decomposition algorithms. Acta Numer. 3, 61–143 (1994)
Combettes, P.L.: Strong convergence of block-iterative outer approximation methods for convex optimization. SIAM J. Control Optim. 38, 538–565 (2000)
Combettes, P.L.: Systems of structured monotone inclusions: duality, algorithms, and applications. SIAM J. Optim. 23, 2420–2447 (2013)
Combettes, P.L., Pesquet, J.-C.: Primal-dual splitting algorithm for solving inclusions with mixtures of composite, Lipschitzian, and parallel-sum type monotone operators. Set-Valued Var. Anal. 20, 307–330 (2012)
Condat, L.: A primal-dual splitting method for convex optimization involving Lipschitzian, proximable and linear composite terms. J. Optim. Theory Appl. 158, 460–479 (2013)
Drábek, P., Milota, J.: Methods of Nonlinear Analysis—Applications to Differential Equations. Birkhäuser, Basel (2007)
Ekeland, I., Temam, R.: Analyse Convexe et Problèmes Variationnels. Dunod, Paris (1974). [English translation: Convex Analysis and Variational Problems. SIAM, Philadelphia (1999)]
Fornasier, M., Langer, A., Schönlieb, C.-B.: A convergent overlapping domain decomposition method for total variation minimization. Inverse Probl. 116, 645–685 (2010)
Fornasier, M., Schönlieb, C.-B.: Subspace correction methods for total variation and \(\ell _1\)-minimization. SIAM J. Numer. Anal. 47, 3397–3428 (2009)
Frehse, J.: On the regularity of the solution of a second order variational inequality. Boll. Un. Mat. Ital. 4, 312–315 (1972)
Glowinski, R., Le Tallec, P.: Augmented Lagrangian and Operator-Splitting Methods in Nonlinear Mechanics. SIAM, Philadelphia (1989)
Grisvard, P.: Elliptic Problems in Nonsmooth Domains. Pitman, Boston (1985)
Haugazeau, Y.: Sur les Inéquations Variationnelles et la Minimisation de Fonctionnelles Convexes. Thèse, Université de Paris, Paris (1968)
Kinderlehrer, D., Stampacchia, G.: An Introduction to Variational Inequalities and Their Applications. Academic Press, New York (1980)
Le Tallec, P.: Domain decomposition methods in computational mechanics. Comput. Mech. Adv. 1, 121–220 (1994)
Lieberman, G.M.: Boundary regularity for solutions of degenerate elliptic equations. Nonlinear Anal. 12, 1203–1219 (1988)
Lions, P.-L.: On the Schwarz alternating method-III. A variant for nonoverlapping subdomains. In: Chan, T.F., Glowinski, R., Periaux, J., Widlund, O.B. (eds.): Third international symposium on domain decomposition methods for partial differential equations. SIAM, Philadelphia, pp. 202–223 (1989)
Liu, W.B., Barrett, J.W.: A remark on the regularity of the solutions of the \(p\)-Laplacian and its application to their finite element approximation. J. Math. Anal. Appl. 178, 470–487 (1993)
Moreau, J.J.: Fonctions convexes duales et points proximaux dans un espace hilbertien. C. R. Acad. Sci. Paris Sér. A 255, 2897–2899 (1962)
Nečas, J.: Les Méthodes Directes en Théorie des Équations Elliptiques. Masson, Paris (1967)
Quarteroni, A., Valli, A.: Domain Decomposition Methods for Partial Differential Equations. Oxford University Press, New York (1999)
Tolksdorf, P.: Regularity for a more general class of quasilinear elliptic equations. J. Differ. Equ. 51, 126–150 (1984)
Toselli, A., Widlund, O.: Domain Decomposition Methods-Algorithms and Theory. Springer, Berlin (2005)
Vũ, B.C.: A splitting algorithm for dual monotone inclusions involving cocoercive operators. Adv. Comput. Math. 38, 667–681 (2013)
Zălinescu, C.: Convex Analysis in General Vector Spaces. World Scientific, River Edge (2002)
Zeidler, E.: Nonlinear Functional Analysis and its Applications II/A-Linear Monotone Operators. Springer, New York (1990)
Zeidler, E.: Nonlinear Functional Analysis and its Applications II/B-Nonlinear Monotone Operators. Springer, New York (1990)
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The work of H. Attouch was supported by ECOS under Grant C13E03, and by Air Force Office of Scientific Research, USAF, under Grant FA9550-14-1-0056. The work of L. M. Briceño-Arias and P. L. Combettes was supported by MathAmSud under Grant N13MATH01. L. M. Briceño-Arias was also supported by Conicyt under Grants Fondecyt 3120054 and 11140360, and under Grant Anillo ACT1106.
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Attouch, H., Briceño-Arias, L.M. & Combettes, P.L. A strongly convergent primal–dual method for nonoverlapping domain decomposition. Numer. Math. 133, 443–470 (2016). https://doi.org/10.1007/s00211-015-0751-4
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DOI: https://doi.org/10.1007/s00211-015-0751-4