Generalized Forward–Backward Methods and Splitting Operators for a Sum of Maximal Monotone Operators

Author:

Xiao Hongying1,Li Zhaofeng2,Zhang Yuanyuan2,Liu Xiaoyou3

Affiliation:

1. Faculty of Science, Yibin University, Yibin 644000, China

2. Department of Mathematics, China Three Gorges University, Yichang 443002, China

3. School of Mathematics and Computing Sciences, Hunan University of Science and Technology, Xiangtan 411201, China

Abstract

Suppose each of A1,…,An is a maximal monotone, and βB is firmly nonexpansive with β>0. In this paper, we have two purposes: the first is finding the zeros of ∑j=1nAj+B, and the second is finding the zeros of ∑j=1nAj. To address the first problem, we produce fixed-point equations on the original Hilbert space as well as on the product space and find that these equations associate with crucial operators which are called generalized forward–backward splitting operators. To tackle the second problem, we point out that it can be reduced to a special instance of n=2 by defining new operators on the product space. Iterative schemes are given, which produce convergent sequences and these sequences ultimately lead to solutions for the last two problems.

Funder

Yibin University

Publisher

MDPI AG

Reference24 articles.

1. Bauschke, H.H., and Combettes, P.L. (2010). Convex Analysis and Monotone Operator Theory in Hilbert Space, Springer.

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3. Convergence rates in forward-backward splitting;Chen;Siam J. Optim.,1997

4. On the numerical solution of heat conduction problems in two and three space variables;Douglas;Trans. Am. Math. Soc.,1956

5. Eckstein, J. (1988). The Lions-Mercier Splitting Algorithm and the Alternating Direction Method Are Instances of the Proximal Point Algorithm, Laboratory for Information and Decision Systems.

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