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Solution of Mismatched Monotone+Lipschitz Inclusion Problems

Solution of mismatched monotone+Lipschitz inclusion problems
Authors: Chouzenoux, Emilie; Pesquet, Jean-Christophe; Roldán, Fernando;

Solution of Mismatched Monotone+Lipschitz Inclusion Problems

Abstract

In this article, we study the convergence of algorithms for solving monotone inclusions in the presence of adjoint mismatch. The adjoint mismatch arises when the adjoint of a linear operator is replaced by an approximation, due to computational or physical issues. This occurs in inverse problems, particularly in computed tomography. In real Hilbert spaces, monotone inclusion problems involving a maximally $ρ$-monotone operator, a cocoercive operator, and a Lipschitzian operator can be solved by the Forward-Backward-Half-Forward and the Forward-Douglas-Rachford-Forward methods. We investigate the case of a mismatched Lipschitzian operator. We propose variants of the two aforementioned methods to cope with the mismatch, and establish conditions under which the weak convergence to a solution is guaranteed for these variants. The proposed algorithms hence enable each iteration to be implemented with a possibly iteration-dependent approximation to the mismatch operator, thus allowing this operator to be modified at each iteration. Finally, we present numerical experiments on a computed tomography example in material science, showing the applicability of our theoretical findings.

Country
France
Keywords

Convex programming, fixed point theory, [MATH.MATH-OC] Mathematics [math]/Optimization and Control [math.OC], convex optimisation, convergence analysis, Splitting algorithms, Iterative procedures involving nonlinear operators, Numerical mathematical programming methods, Optimization and Control (math.OC), splitting algorithms, adjoint mismatch, FOS: Mathematics, Variational and other types of inclusions, Monotone operators and generalizations, Mathematics - Optimization and Control, convex optimiza- tion, 47H05, 47H10, 65K05, 90C25

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
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