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On Quantitative Stability in Optimization and Optimal Control
Authors:A L Dontchev  W W Hager  K Malanowski and V M Veliov
Institution:(1) Mathematical Reviews, Ann Arbor, MI, 48107, U.S.A.;(2) Department of Mathematics, University of Florida, Gainesville, FL, 32611, U.S.A.;(3) Systems Research Institute, Polish Academy of Sciences, ul. Newelska 6, 01-447 Warsaw, Poland;(4) Institute of Mathematics and Informatics, Bulgarian Acad. of Sc., 1113 Sofia, Bulgaria;(5) Vienna University of Technology, Wiedner Hauptstr. 8-10/15, A-1040 Vienna, Austria
Abstract:We study two continuity concepts for set-valued maps that play central roles in quantitative stability analysis of optimization problems: Aubin continuity and Lipschitzian localization. We show that various inverse function theorems involving these concepts can be deduced from a single general result on existence of solutions to an inclusion in metric spaces. As applications, we analyze the stability with respect to canonical perturbations of a mathematical program in a Hilbert space and an optimal control problem with inequality control constraints. For stationary points of these problems, Aubin continuity and Lipschitzian localization coincide; moreover, both properties are equivalent to surjectivity of the map of the gradients of the active constraints combined with a strong second-order sufficient optimality condition.
Keywords:stability in optimization  generalized equations  Lipschitz continuity  mathematical programming  optimal control
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