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Optimality and Duality for Robust Optimization Problems Involving Intersection of Closed Sets

Nguyen Canh Hung (), Thai Doan Chuong () and Nguyen Le Hoang Anh ()
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Nguyen Canh Hung: University of Science
Thai Doan Chuong: Brunel University London
Nguyen Le Hoang Anh: University of Science

Journal of Optimization Theory and Applications, 2024, vol. 202, issue 2, No 10, 794 pages

Abstract: Abstract In this paper, we study a robust optimization problem whose constraints include nonsmooth and nonconvex functions and the intersection of closed sets. Using advanced variational analysis tools, we first provide necessary conditions for the optimality of the robust optimization problem. We then establish sufficient conditions for the optimality of the considered problem under the assumption of generalized convexity. In addition, we present a dual problem to the primal robust optimization problem and examine duality relations.

Keywords: Robust nonsmooth optimization; Optimality condition; Mordukhovich/limiting subdifferential; Duality; Constraint; Closed set (search for similar items in EconPapers)
Date: 2024
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DOI: 10.1007/s10957-024-02447-w

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