A Tseng’s Type Penalty Scheme for Solving Inclusion Problems Involving Linearly Composed and Parallel-Sum Type Monotone Operators

被引:8
作者
Boţ R.I. [1 ]
Csetnek E.R. [1 ]
机构
[1] University of Vienna, Oskar-Morgenstern-Platz 1, Vienna
关键词
Convex minimization problem; Fenchel conjugate; Fitzpatrick function; Forward–backward–forward algorithm; Infimal-convolution; Lipschitz continuous operator; Maximally monotone operator; Parallel-sum; Resolvent; Subdifferential;
D O I
10.1007/s10013-013-0050-2
中图分类号
学科分类号
摘要
In this paper we consider the inclusion problem involving a maximally monotone operator, a monotone and Lipschitz continuous operator, linear compositions of parallel-sum type monotone operators as well as the normal cone to the set of zeros of another monotone and Lipschitz continuous operator. We propose a forward–backward–forward type algorithm for solving it that assumes an individual evaluation of each operator. Weak ergodic convergence of the sequence of iterates generated by the algorithmic scheme is guaranteed under a condition formulated in terms of the Fitzpatrick function associated to one of the monotone and Lipschitz continuous operators. We also discuss how the proposed penalty scheme can be applied to convex minimization problems and present some numerical experiments in TV-based image inpainting. © 2013, Vietnam Academy of Science and Technology (VAST) and Springer Science+Business Media Singapore.
引用
收藏
页码:451 / 465
页数:14
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共 22 条
  • [1] Attouch H., Czarnecki M.-O., Asymptotic behavior of coupled dynamical systems with multiscale aspects, J. Differ. Equ., 248, pp. 1315-1344, (2010)
  • [2] Attouch H., Czarnecki M.-O., Peypouquet J., Prox-penalization and splitting methods for constrained variational problems, SIAM J. Optim., 21, pp. 149-173, (2011)
  • [3] Attouch H., Czarnecki M.-O., Peypouquet J., Coupling forward-backward with penalty schemes and parallel splitting for constrained variational inequalities, SIAM J. Optim., 21, pp. 1251-1274, (2011)
  • [4] Bauschke H.H., Combettes P.L., Convex Analysis and Monotone Operator Theory in Hilbert Spaces, (2011)
  • [5] Bauschke H.H., McLaren D.A., Sendov H.S., Fitzpatrick functions: inequalities, examples and remarks on a problem by S. Fitzpatrick, J. Convex Anal., 13, pp. 499-523, (2006)
  • [6] Borwein J.M., Maximal monotonicity via convex analysis, J. Convex Anal., 13, pp. 561-586, (2006)
  • [7] Borwein J.M., Vanderwerff J.D., Convex Functions: Constructions, Characterizations and Counterexamples, (2010)
  • [8] Bot R.I., Conjugate Duality in Convex Optimization, (2010)
  • [9] Bot R.I., Csetnek E.R., An application of the bivariate inf-convolution formula to enlargements of monotone operators, Set-Valued Anal., 16, pp. 983-997, (2008)
  • [10] Bot R.I., Csetnek E.R., Forward-Backward and Tseng’s type penalty schemes for monotone inclusion problems, (2013)