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Main Authors: Qu, Siqi, Staudigl, Mathias, Peypouquet, Juan
Format: Preprint
Published: 2025
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Online Access:https://arxiv.org/abs/2503.03902
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author Qu, Siqi
Staudigl, Mathias
Peypouquet, Juan
author_facet Qu, Siqi
Staudigl, Mathias
Peypouquet, Juan
contents We propose a comprehensive framework for solving constrained variational inequalities via various classes of evolution equations displaying multi-scale aspects. In an infinite-dimensional Hilbertian framework, the class of dynamical systems we propose combine Tikhonov regularization and exterior penalization terms in order to induce strong convergence of trajectories to least norm solutions in the constrained domain. Our construction thus unifies the literature on regularization methods and penalty-based dynamical systems. An extension to a full splitting formulation of the constrained domain is also provided, with associated weak convergence results involving the Attouch-Czarnecki condition.
format Preprint
id arxiv_https___arxiv_org_abs_2503_03902
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Asymptotic behavior of penalty dynamics for constrained variational inequalities
Qu, Siqi
Staudigl, Mathias
Peypouquet, Juan
Optimization and Control
We propose a comprehensive framework for solving constrained variational inequalities via various classes of evolution equations displaying multi-scale aspects. In an infinite-dimensional Hilbertian framework, the class of dynamical systems we propose combine Tikhonov regularization and exterior penalization terms in order to induce strong convergence of trajectories to least norm solutions in the constrained domain. Our construction thus unifies the literature on regularization methods and penalty-based dynamical systems. An extension to a full splitting formulation of the constrained domain is also provided, with associated weak convergence results involving the Attouch-Czarnecki condition.
title Asymptotic behavior of penalty dynamics for constrained variational inequalities
topic Optimization and Control
url https://arxiv.org/abs/2503.03902