A simply constrained optimization reformulation of KKT systems arising from variational inequalities

Citation
F. Facchinei et al., A simply constrained optimization reformulation of KKT systems arising from variational inequalities, APPL MATH O, 40(1), 1999, pp. 19-37
Citations number
29
Categorie Soggetti
Mathematics
Journal title
APPLIED MATHEMATICS AND OPTIMIZATION
ISSN journal
00954616 → ACNP
Volume
40
Issue
1
Year of publication
1999
Pages
19 - 37
Database
ISI
SICI code
0095-4616(199907/08)40:1<19:ASCORO>2.0.ZU;2-V
Abstract
The Karush-Kuhn-Tucker (KKT) conditions can be regarded as optimality condi tions for both variational inequalities and constrained optimization proble ms. In order to overcome some drawbacks of recently proposed reformulations of KKT systems, we propose casting KKT systems as a minimization problem w ith nonnegativity constraints on some of the variables. We prove that, unde r fairly mild assumptions, every stationary point of this constrained minim ization problem is a solution of the KKT conditions. Based on this reformul ation, a new algorithm for the solution of the KKT conditions is suggested and shown to have some strong global and local convergence properties.