Homotopy trust-region method for phase-field approximations in perimeter-regularized binary optimal control

We consider optimal control problems that have binary-valued control input functions and a perimeter regularization. We develop and analyze a trust-region algorithm that solves a sequence of subproblems in which the regularization term and the binarity constraint are relaxed by a non-convex energy functional. We show how the parameter that controls the distinctiveness of the resulting phase field can be coupled to the trust-region radius updates and be driven to zero over the course of the iterations in order to obtain convergence to points that satisfy a first-order optimality condition of the limit problem under suitable regularity assumptions. Finally, we highlight and discuss the assumptions and restrictions of our approach and provide the first computational results for a motivating application in the field of control of acoustic waves in dissipative media.

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Publication Details

Journal
ESAIM Control Optimisation and Calculus of Variations
Published
2024-09-20
DOI
https://doi.org/10.1051/cocv/2024075
Citations
3
Primary Topic
Numerical methods in inverse problems
Type
article
Field-Weighted Citation Impact
2.67

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article

Homotopy trust-region method for phase-field approximations in perimeter-regularized binary optimal control

Vanja Nikolić, Paul Manns
3 citations
ESAIM Control Optimisation and Calculus of Variations
Numerical methods in inverse problems
2.67
article

Homotopy trust-region method for phase-field approximations in perimeter-regularized binary optimal control

Vanja Nikolić, Paul Manns
article en
3 citations

Abstract

We consider optimal control problems that have binary-valued control input functions and a perimeter regularization. We develop and analyze a trust-region algorithm that solves a sequence of subproblems in which the regularization term and the binarity constraint are relaxed by a non-convex energy functional. We show how the parameter that controls the distinctiveness of the resulting phase field can be coupled to the trust-region radius updates and be driven to zero over the course of the iterations in order to obtain convergence to points that satisfy a first-order optimality condition of the limit problem under suitable regularity assumptions. Finally, we highlight and discuss the assumptions and restrictions of our approach and provide the first computational results for a motivating application in the field of control of acoustic waves in dissipative media.

ESAIM Control Optimisation and Calculus of VariationsVol. 31
Radboud University Nijmegen (NL), TU Dortmund University (DE)
Deutsche Forschungsgemeinschaft, Technische Universität Dortmund
Affordable and clean energy
Openalex Percentile: Top 10%
Numerical methods in inverse problems
2.67
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