Asymptotic Behavior of Penalty Dynamics for Constrained Variational Inequalities

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.

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Publication Details

Journal
Applied Mathematics & Optimization
Published
2026-02-13
DOI
https://doi.org/10.1007/s00245-026-10391-6
Primary Topic
Optimization and Variational Analysis
Type
article
Field-Weighted Citation Impact
0.00

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article

Asymptotic Behavior of Penalty Dynamics for Constrained Variational Inequalities

Siqi Qu, Juan Peypouquet, Mathias Staudigl
Applied Mathematics & Optimization
Optimization and Variational Analysis
article

Asymptotic Behavior of Penalty Dynamics for Constrained Variational Inequalities

Siqi Qu, Juan Peypouquet, Mathias Staudigl
article en

Abstract

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.

Applied Mathematics & OptimizationVol. 93(2)
Technische Hochschule Mannheim (DE), University of Groningen (NL), University of Mannheim (DE)
Deutsche Forschungsgemeinschaft
Peace, Justice and strong institutions
Openalex Percentile: Top 55%
Optimization and Variational Analysis
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