Asymptotic behavior of penalty dynamics for constrained variational inequalities

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.

Publication Details

Journal
ArXiv.org
Published
2025-03-05
Primary Topic
Numerical methods in inverse problems
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article
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article

Asymptotic behavior of penalty dynamics for constrained variational inequalities

ArXiv.org
Numerical methods in inverse problems
article

Asymptotic behavior of penalty dynamics for constrained variational inequalities

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Abstract

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.

ArXiv.org
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Numerical methods in inverse problems
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Asymptotic behavior of penalty dynamics for constrained variational inequalities · ArXiv.org (2025) | TGRS Research Map | TGRS