Semi-smooth Newton methods for variational inequalities of the first kind
Ito, Kazufumi ; Kunisch, Karl
ESAIM: Mathematical Modelling and Numerical Analysis - Modélisation Mathématique et Analyse Numérique, Tome 37 (2003), p. 41-62 / Harvested from Numdam

Semi-smooth Newton methods are analyzed for a class of variational inequalities in infinite dimensions. It is shown that they are equivalent to certain active set strategies. Global and local super-linear convergence are proved. To overcome the phenomenon of finite speed of propagation of discretized problems a penalty version is used as the basis for a continuation procedure to speed up convergence. The choice of the penalty parameter can be made on the basis of an L estimate for the penalized solutions. Unilateral as well as bilateral problems are considered.

Publié le : 2003-01-01
DOI : https://doi.org/10.1051/m2an:2003021
Classification:  49J40,  65K10
@article{M2AN_2003__37_1_41_0,
     author = {Ito, Kazufumi and Kunisch, Karl},
     title = {Semi-smooth Newton methods for variational inequalities of the first kind},
     journal = {ESAIM: Mathematical Modelling and Numerical Analysis - Mod\'elisation Math\'ematique et Analyse Num\'erique},
     volume = {37},
     year = {2003},
     pages = {41-62},
     doi = {10.1051/m2an:2003021},
     zbl = {1027.49007},
     language = {en},
     url = {http://dml.mathdoc.fr/item/M2AN_2003__37_1_41_0}
}
Ito, Kazufumi; Kunisch, Karl. Semi-smooth Newton methods for variational inequalities of the first kind. ESAIM: Mathematical Modelling and Numerical Analysis - Modélisation Mathématique et Analyse Numérique, Tome 37 (2003) pp. 41-62. doi : 10.1051/m2an:2003021. http://gdmltest.u-ga.fr/item/M2AN_2003__37_1_41_0/

[1] D.P. Bertsekas, Constrained Optimization and Lagrange Mulitpliers. Academic Press, New York (1982). | MR 690767

[2] M. Bergounioux, M. Haddou, M. Hintermüller and K. Kunisch, A comparison of a Moreau-Yosida based active strategy and interior point methods for constrained optimal control problems. SIAM J. Optim. 11 (2000) 495-521. | Zbl 1001.49034

[3] M. Bergounioux, K. Ito and K. Kunisch, Primal-dual strategy for constrained optimal control problems. SIAM J. Control Optim. 37 (1999) 1176-1194. | Zbl 0937.49017

[4] Z. Dostal, Box constrained quadratic programming with proportioning and projections. SIAM J. Optim. 7 (1997) 871-887. | Zbl 0912.65052

[5] R. Glowinski, Numerical Methods for Nonlinear Variational Problems. Springer Verlag, New York (1984). | MR 737005 | Zbl 0536.65054

[6] R. Glowinski, J.L. Lions and T. Tremolieres, Analyse Numerique des Inequations Variationnelles. Vol. 1, Dunod, Paris (1976). | Zbl 0358.65091

[7] M. Hintermüller, K. Ito and K. Kunisch, The primal-dual active set strategy as semi-smooth Newton method. SIAM J. Optim. (to appear). | Zbl 1080.90074

[8] R. Hoppe, Multigrid algorithms for variational inequalities. SIAM J. Numer. Anal. 24 (1987) 1046-1065. | Zbl 0628.65046

[9] R. Hoppe and R. Kornhuber, Adaptive multigrid methods for obstacle problems. SIAM J. Numer. Anal. 31 (1994) 301-323. | Zbl 0806.65064

[10] K. Ito and K. Kunisch, Augmented Lagrangian methods for nonsmooth convex optimization in Hilbert spaces. Nonlinear Anal. 41 (2000) 573-589. | Zbl 0971.49014

[11] K. Ito and K. Kunisch, Optimal control of elliptic variational inequalities. Appl. Math. Optim. 41 (2000) 343-364. | Zbl 0960.49003

[12] D. Kinderlehrer and G. Stampacchia, An Introduction to Variational Inequalities and Their Applications. Academic Press, New York (1980). | MR 567696 | Zbl 0457.35001

[13] D.M. Troianello, Elliptic Differential Equations and Obstacle Problems. Plenum Press, New York (1987). | Zbl 0655.35002

[14] M. Ulbrich, Semi-smooth Newton methods for operator equations in function space. SIAM J. Optim. (to appear). | Zbl 1033.49039