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Critical Cones for Sufficient Second Order Conditions in PDE Constrained Optimization

Eduardo Casas, Mariano Mateos

2020SIAM Journal on Optimization28 citationsDOIOpen Access PDF

Abstract

In this paper, we analyze optimal control problems governed by semilinear parabolic equations. Box constraints for the controls are imposed, and the cost functional involves the state and possibly a sparsity-promoting term, but not a Tikhonov regularization term. Unlike finite dimensional optimization or control problems involving Tikhonov regularization, second order sufficient optimality conditions for the control problems we deal with must be imposed in a cone larger than the one used to obtain necessary conditions. Different extensions of this cone have been proposed in the literature for different kinds of minima: strong or weak minimizers for optimal control problems. After a discussion on these extensions, we propose a new extended cone smaller than those considered until now. We prove that a second order condition based on this new cone is sufficient for a strong local minimum.

Topics & Concepts

Tikhonov regularizationMathematicsCone (formal languages)Optimal controlRegularization (linguistics)Constrained optimizationMathematical optimizationConstrained optimization problemOptimization problemApplied mathematicsState (computer science)Order (exchange)First orderControl (management)Shape optimizationMinificationControl theory (sociology)Mathematical analysisOptimization and Variational AnalysisNumerical methods in inverse problemsStability and Controllability of Differential Equations