101. Inducing strong convergence of trajectories in dynamical systems associated to monotone inclusions with composite structure
- Author
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Radu Ioan Bot, Mathias Staudigl, Dennis Meier, Sorin-Mihai Grad, University of Vienna [Vienna], Optimisation et commande (OC), Unité de Mathématiques Appliquées (UMA), École Nationale Supérieure de Techniques Avancées (ENSTA Paris)-École Nationale Supérieure de Techniques Avancées (ENSTA Paris), Maastricht University [Maastricht], DKE Scientific staff, and RS: FSE DACS
- Subjects
TheoryofComputation_MISCELLANEOUS ,Asymptotic analysis ,ASYMPTOTIC CONVERGENCE ,Dynamical systems theory ,47h05 ,[MATH.MATH-DS]Mathematics [math]/Dynamical Systems [math.DS] ,0211 other engineering and technologies ,Dynamical Systems (math.DS) ,02 engineering and technology ,37n40 ,Dynamical system ,34G25, 37N40, 47H05, 90C25 ,01 natural sciences ,Regularization (mathematics) ,Tikhonov regularization ,symbols.namesake ,EVOLUTION-EQUATIONS ,Convergence (routing) ,34g25 ,FOS: Mathematics ,Applied mathematics ,Mathematics - Numerical Analysis ,Mathematics - Dynamical Systems ,0101 mathematics ,OPTIMIZATION ,Mathematics - Optimization and Control ,Mathematics ,OPERATORS ,QA299.6-433 ,021103 operations research ,ALGORITHMS ,SUM ,010102 general mathematics ,Hilbert space ,Numerical Analysis (math.NA) ,dynamical systems ,90c25 ,Functional Analysis (math.FA) ,Mathematics - Functional Analysis ,asymptotic analysis ,Monotone polygon ,tikhonov regularization ,Optimization and Control (math.OC) ,symbols ,[MATH.MATH-OC]Mathematics [math]/Optimization and Control [math.OC] ,monotone inclusions ,[MATH.MATH-NA]Mathematics [math]/Numerical Analysis [math.NA] ,Analysis - Abstract
In this work we investigate dynamical systems designed to approach the solution sets of inclusion problems involving the sum of two maximally monotone operators. Our aim is to design methods which guarantee strong convergence of trajectories towards the minimum norm solution of the underlying monotone inclusion problem. To that end, we investigate in detail the asymptotic behavior of dynamical systems perturbed by a Tikhonov regularization where either the maximally monotone operators themselves, or the vector field of the dynamical system is regularized. In both cases we prove strong convergence of the trajectories towards minimum norm solutions to an underlying monotone inclusion problem, and we illustrate numerically qualitative differences between these two complementary regularization strategies. The so-constructed dynamical systems are either of Krasnoselskii-Mann, of forward-backward type or of forward-backward-forward type, and with the help of injected regularization we demonstrate seminal results on the strong convergence of Hilbert space valued evolutions designed to solve monotone inclusion and equilibrium problems., 30 pages, 21 figures
- Published
- 2020