Abstract
In this paper we discuss finite dimensional optimization problems subject to an infinite number of inequality constraints (semi-infinite programming problems). We study such problems in a general framework of optimization problems subject to constraints formulated in a form of cone inclusions. General results on duality, and first and second order optimality conditions are presented and specified to considered semi-infinite programming problems. Finally some recent results on quantitative stability and sensitivity analysis of parameterized semi-infinite programming problems are discussed.
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References
E. J. Anderson and P. Nash. Linear Programming in Infinite-Dimensional Spaces. Wiley, New York, 1987.
A. Auslender and R. Cominetti. First and second order sensitivity analysis of nonlinear programs under directional constraint qualification conditions. Optimization, 21:351–363, 1990.
A. Ben-Tal, M. Telboulle, and J. Zowe. Second order necessary optimality conditions for semi-infinite programming problems. In R. Hettich editor. Lecture Notes in Control and Information Sciences15. pages 17–30. Springer Verlag, Berlin, 1979.
A. Ben-Tal. Second order and related extremality conditions in nonlinear programming. Journal of Optimization Theory and Applications, 31:143–165, 1980.
A. Ben-Tal and J. Zowe. A unified theory of first and second order conditions for extremum problems in topological vector spaces. Mathematical Programming Study, 19:39–76, 1982.
J. F. Bonnans. Directional derivatives of optimal solutions in smooth nonlinear programming. Journal Optimization Theory and Applications, 73:27–45, 1992.
J. F. Bonnans and R. Cominetti. Perturbed optimization in Banach spaces, part I: a general theory based on a weak directional constraint qualification. SIAM J. Control and Optimization, 34:1151–1171, 1996.
J. F. Bonnans and R. Cominetti. Perturbed optimization in Banach spaces II: a theory based on a strong directional qualification. SIAM J. Control and Optimization, 34:1172–1189, 1996.
J. F. Bonnans and R. Cominetti. Perturbed optimization in Banach spaces III: semi-infinite optimization. SIAM J. Control and Optimization, 34:1555–1567, 1996.
J. F. Bonnans and A. Shapiro. Optimization problems with perturbations, a guided tour. SIAM Review, to appear.
J. F. Bonnans, R. Cominetti, and A. Shapiro. Second order necessary and sufficient optimality conditions under abstract constraints. Rapport de Recherche INRIA 2952.
J. F. Bonnans, R. Cominetti, and A. Shapiro. Sensitivity analysis of optimization problems under second order regular constraints. Rapport de Recherche INRIA 2989, 1996.
J. F. Bonnans and A. Shapiro. Perturbation Analysis of Optimization Problems. in preparation.
R. Cominetti. Metric regularity, tangent sets and second order optimality conditions. Applied Mathematics and Optimization, 21:265–287, 1990.
R. Cominetti and J.-P. Penot. Tangent sets to unilateral convex sets. C. R. Acad. Sci. Paris Sér. I Math.321, 12:1631–1636, 1995.
I. Ekeland and R. Temam. Analyse convexe et problèmes variationnels. Collection Etudes Mathématiques. Dunod; Gauthier-Villars, Paris-Brussels-Montreal, Que., 1974.
A. V. Fiacco. Introduction to Sensitivity and Stability Analysis in Nonlinear Programming. New York: Academic Press, 1983.
J. Gauvin. A necessary and sufficient regularity condition to have bounded multipliers in nonconvex programming. Mathematical Programming, 12:136–138, 1977.
J. Gauvin and J. W. Tolle. Differential stability in nonlinear programming. SIAM J. Control and Optimization, 15:294–311, 1977.
J. Gauvin and R. Janin. Directional behaviour of optimal solutions in nonlinear mathematical programming. Mathematics of Operations Research, 13:629–649, 1988.
B. Gollan. On the marginal function in nonlinear programming. Mathematics of Operations Research, 9:208–221, 1984.
E. G. Gol’shtein. Theory of Convex Programming. Translations of Mathematical Monographs 36, American Mathematical Society, Providence, RJ, 1972.
R. Hettich and H. Th. Jongen. Semi-infinite programming: conditions of optimality and applications. In J. Stoer, editor. Optimization Techniques2, pages 1–11. Springer, Berlin-Heidelberg-New York, 1978.
R. Hettich and K. O. Kortanek. Semi-infinite programming: theory, methods and applications. SIAM Review, 35:380–429, 1993.
A.D. Ioffe. On some recent developments in the theory of second order optimality conditions. In S. Dolecki editor. Optimization, Lecture Notes in Mathematics, pages 55–68, vol. 1405. Springer Verlag, Berlin, 1989.
A. D. Ioffe. Variational analysis of a composite function: A formula for the lower second order epi-derivative. J. of Mathematical Analysis and Applications, 160:379–405, 1990.
H. Th. Jongen and G. Zwier. On the local structure of the feasible set in semi-infinite optimization. In B. Brosowski, F. Deutsch, editors. Parametric Optimization and Approximation, Int. Series of Num. Math., 72:185–202. Basel: Birkhäuser, 1985.
H. Kawasaki. An envelope-like effect of infinitely many inequality constraints on second-order necessary conditions for minimization problems. Mathematical Programming, 41:73–96, 1988.
H. Kawasaki. The upper and lower second order directional derivatives of a sup-type function. Mathematical Programming, 41:327–339, 1988.
H. Kawasaki. Second-order necessary and sufficient optimality conditions for minimizing a sup-type function. Appl. Math. Opt., 26:195–220, 1992.
D. Klatte. Stability of stationary solutions in semi-infinite optimization via the reduction approach. In W. Oettli, D. Pallaschke, editors. Advances in Optimization, pages 155–170. Springer, Berlin-Heidelberg-New York, 1992.
D. Klatte. Stable local minimizers in semi-infinite optimization: regularity and second-order conditions. J. Comp. Appl. Math., 56:137–157, 1994.
D. Klatte. On regularity and stability in semi-infinite optimization. Set-Valued Analysis, 3:101–111, 1995.
D. Klatte and R. Henrion. Regularity and stability in nonlinear semi-infinite optimization. This volume.
S. Kurcyusz. On the existence and nonexistence of Lagrange multipliers in Ba-nach spaces. Journal of Optimization Theory and Applications, 20:81–110, 1976.
P.-J. Laurent. Approximation et Optimisation. Collection Enseignement des Sciences, No. 13. Hermann, Paris, 1972.
F. Lempio and H. Maurer. Differential stability in infinite-dimensional nonlinear programming. Applied Mathematics and Optimization, 6:139–152, 1980.
E. S. Levitin. Differentiability with respect to a parameter of the optimal value in parametric problems of mathematical programming. Kibemetika, pp. 44–59, 1976.
E. S. Levitin. Perturbation Theory in Mathematical Programming. Wiley, Chichester, 1994.
O. L. Mangasarian and S. Fromovitz. The Fritz John necessary optimality conditions in the presence of equality and inequality constraints. J. Math. Anal. Appl., 17:37–47, 1967.
J. P. Penot. Optimality conditions for minimax problems, semi-infinite programming problems and their relatives. Report 92/16, UPRA, Laboratoire de Math. Appl., Av. de l’Université, 64000 Pau, France.
J. P. Penot. Optimality conditions in mathematical programming and composite optimization. Mathematical Programming, 67:225–245, 1994.
B. N. Pshenichnyi. Necessary Conditions for an Extremum. Marcel Dekker, New York, 1971.
S. M. Robinson. Regularity and stability for convex multivalued functions. Mathematics of Operations Research, 1:130–143, 1976.
S. M. Robinson. Stability theorems for systems of inequalities, Part II: differen-tiable nonlinear systems. SIAM J. Numerical Analysis, 13:497–513, 1976.
S. M. Robinson. First order conditions for general nonlinear optimization. SIAM Journal on Applied Mathematics, 30:597–607, 1976.
R. T. Rockafellar. Convex Analysis. Princeton University Press, Princeton, NJ, 1970.
R. T. Rockafellar. Conjugate Duality and Optimization. Regional Conference Series in Applied Mathematics, SIAM, Philadelphia, 1974.
R. T. Rockafellar. Second-order optimality conditions in nonlinear programming obtained by way of epi-derivatives. Mathematics of Operations Research, 14:462–484, 1989.
A. Shapiro. Second-order derivatives of extremal-value functions and optimality conditions for semi-infinite programs. Mathematics of Operations Research, 10:207–219, 1985.
A. Shapiro. Sensitivity analysis of nonlinear programs and differentiability properties of metric projections. SIAM J. Control and Optimization, 26:628–645, 1988.
A. Shapiro. Perturbation analysis of optimization problems in Banach spaces. Numerical Functional Analysis and Optimization, 13:97–116, 1992.
A. Shapiro. On Lipschitzian stability of optimal solutions of parametrized semi-infinite programs. Mathematics of Operations Research, 19:743–752, 1994.
A. Shapiro. Directional differentiability of the optimal value function in convex semi-infinite programming. Mathematical Programming, Series A, 70:149–157, 1995.
A. Shapiro. On uniqueness of Lagrange multipliers in optimization problems subject to cone constraints. SIAM J. Optimization, 7:508–518, 1997.
C. Ursescu. Multifunctions with convex closed graph. Czechoslovak Mathematical Journal, 25:438–441, 1975.
W. Wetterling. Definitheitsbedingungen für relative Extrema bei Optimierungs-und Approximationsaufgaben. Num. Math., 15:122–136, 1970.
J. Zowe and S. Kurcyusz. Regularity and stability for the mathematical programming problem in Banach spaces. Applied Mathematics and Optimization, 5:49–62, 1979.
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Shapiro, A. (1998). First and Second Order Optimality Conditions and Perturbation Analysis of Semi-Infinite Programming Problems. In: Reemtsen, R., Rückmann, JJ. (eds) Semi-Infinite Programming. Nonconvex Optimization and Its Applications, vol 25. Springer, Boston, MA. https://doi.org/10.1007/978-1-4757-2868-2_4
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DOI: https://doi.org/10.1007/978-1-4757-2868-2_4
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