On Optimality Conditions for Some Nonsmooth Optimization Problems over L p Spaces
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Abstract
The paper deals with the minimization of an integral functional over an L p space subject to various types of constraints. For such optimization problems, new necessary optimality conditions are derived, based on several concepts of nonsmooth analysis. In particular, we employ the generalized differential calculus of Mordukhovich and the fuzzy calculus of proximal subgradients. The results are specialized to nonsmooth two-stage and multistage stochastic programs.
Keywords
Normal integrands integral functionals normal cones subdifferentials fuzzy calculus coderivatives stochastic programming two-stage programs multistage programsPreview
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References
- 1.Rockafellar, R. T., Wets, R. J. B. 1998Variational AnalysisSpringer VerlagBerlin, GermanyGoogle Scholar
- 2.Mordukhovich, B. S., Approximation Methods in Problems of Optimization and Control, Nauka, Moscow, Russia, 1988 (in Russian); English Edition to appear in Wiley–Interscience.Google Scholar
- 3.Mordukhovich, B. S., Sensitivity Analysis in Nonsmooth Optimization, Theoretical Aspects in Industrial Design, Edited by D. A. Field and V. Komkov, SIAM Publications, Proceedings in Applied Mathematics, Vol. 58, pp. 32–46, 1992.Google Scholar
- 4.Mordukhovich, B. S. 1994Generalized Differential Calculus for Nonsmooth and Set-Valued MappingsJournal of Mathematical Analysis and Applications183250288CrossRefGoogle Scholar
- 5.Mordukhovich, B. S. 1994Lipschitzian Stability of Constraint Systems and Generalized Equations, Nonlinear Analysis; TheoryMethods and Applications22173206Google Scholar
- 6.Mordukhovich, B. S., Shao, Y. 1996Nonconvex Differential Calculus for Infinite-Dimensional MultifunctionsSet-Valued Analysis4205236CrossRefGoogle Scholar
- 7.Hiriart-Urruty, J. B. 1978Conditions Necessaires d’Optimalité pour un Programme Stochastique avec RecoursSIAM Journal on Control and Optimization16317329CrossRefGoogle Scholar
- 8.Vogel, S. 1985Necessary Optimality Conditions for Two-Stage Stochastic Programming ProblemsOptimization16607616Google Scholar
- 9.Clarke, F. H. 1983Optimization and Nonsmooth AnalysisWileyNew York, NYGoogle Scholar
- 10.Hiriart-Urruty, J. B. 1982Extensions of Lipschitz Integrands and Minimization of Nonconvex Integral Functionals: Applications to the Optimal Recourse Problem in Discrete TimeProbability and Mathematical Statistics31936Google Scholar
- 11.Castaing, C., and Valadier, M., Convex Analysis and Measurable Multifunctions, Lecture Notes in Mathematics, Springer Verlag, Berlin, Germany, Vol. 580, 1977.Google Scholar
- 12.Aubin, J. P., Frankowska, H. 1990Set-Valued AnalysisBirkhäuserBoston, MassachusettsGoogle Scholar
- 13.Rockafellar, R. T. 1981Proximal Subgradients, Marginal Values, and Augmented Lagrangians in Nonconvex OptimizationMathematics of Operations Research6424436Google Scholar
- 14.Clarke, F. H., Ledyaev, Yu. S., Stern, R. J., and Wolenski, P. R., Nonsmooth Analysis and Control Theory, Graduate Texts in Mathematics, Springer Verlag, New York, NY, Vol. 178, 1998.Google Scholar
- 15.Ioffe, A. D., Rockafellar, R. T. 1996The Euler and Weierstrass Conditions for Nonsmooth Variational ProblemsCalculus of Variations45987Google Scholar
- 16.Ye, J. J., Ye, X. Y. 1997Necessary Optimality Conditions for Optimization Problems with Variational Inequality ConstraintsMathematics of Operations Research22977997Google Scholar
- 17.Hiriart-Urruty, J. B. 1978Gradients Generalisés des Fonctions MarginalesSIAM Journal on Control and Optimization16301316CrossRefGoogle Scholar
- 18.Borwein, J. M., Zhu, Q. J. 1999A Survey of Subdifferential Calculus with ApplicationsNonlinear Analysis: Theory, Methods, and Applications38687773Google Scholar
- 19.Mordukho vich, B. S., Wang, B. 2002Necessary Suboptimality and Optimality Conditions via Variational PrinciplesSIAM Journal on Control and Optimization41623640CrossRefGoogle Scholar
- 20.Bounkhel, M., Thibault, L. 2002On Various Notions of Regularity of Sets in Nonsmooth AnalysisNonlinear Analysis: Theory, Methods, and Applications48223246Google Scholar
- 21.Mordukhovich, B. S., Wang, B. 2001Sequential Normal Compactness in Variaional AnalysisNonlinear Analysis: Theory, Methods, and Applications47717728Google Scholar
- 22.Hiai, F., Umegaki, H. 1977Integrals, Conditional Expectations, and Martingales of Multivalued FunctionsJournal of Multivariate Analysis7149182CrossRefGoogle Scholar
- 23.Olsen, P. 1976Multistage Stochastic Programming with Recourse as Mathematical Programming in an L p SpaceSIAM Journal on Control and Optimization14528537CrossRefGoogle Scholar
- 24.Rockafellar, R. T., Wets, R. J. B. 1978The Optimal Recourse Problem in Discrete Time: L1 Multipliers for Inequality ConstraintsSIAM Journal on Control and Optimization161636CrossRefGoogle Scholar
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