Abstract
A strong regularity theorem is proved, which shows that the usual constraint qualification conditions ensuring the regularity of the set-valued maps expressing feasibility in optimization problems, are in fact minimal assumptions. These results are then used to derive calculus rules for second-order tangent sets, allowing us in turn to obtain a second-order (Lagrangian) necessary condition for optimality which completes the usual one of positive semidefiniteness on the Hessian of the Lagrangian function.
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References
Attouch H., Brezis H. Duality for the sum of convex functions in general Banach spaces. Aspects of Mathematics and Its Applications (J. A. Barroso ed.), Elsevier, Amsterdam (1986), pp. 125–133.
Aubin J.-P. Lipschitz behavior of solutions to convex minimization problems. Math. Oper. Res. 9(1984), 87–111.
Aubin J.-P., Ekeland I. Applied Nonlinear Analysis. Wiley, New York (1984).
Auslender A. Stability in mathematical programming with nondifferentiable data. SIAM J. Control Optim. 22(1984), 239–254.
Auslender A., Crouzeix J.-P. Global regularity theorems. Submitted (1987).
Ben-Israel A., Ben-Tal A., Zlobec S. Optimality in Nonlinear Programming. Wiley, New York (1981).
Ben-Tal A., Zowe J. Necessary and sufficient conditions for a class of nonsmooth minimization problems. Math. Programming 24(1982), 70–91.
Ben-Tal A., Zowe J. A unified theory of first-and second-order conditions for extremum problems in topological vector spaces. Math. Programming Stud. 19(1982), 39–76.
Ben-Tal A., Zowe J. Second-order optimality conditions for theℒ 1 minimization problem. Appl. Math. Optim. 13(1985), 45–58.
Borwein J. M. Stability and regular points of inequality systems. J. Optim. Theory Appl. 48(1986), 9–52.
Dmitruk A., Milyutin A., Osmolowskii N. Lyusternik's theorem and the theory of extrema. Russian Math. Surveys 35(1980), 11–51.
Graves L. M. Some mapping theorems. Duke Math. J. 17(1950), 111–114.
Ioffe A. D. Regular points of lipschitz functions. Trans. Amer. Math. Soc. 251(1979), 61–69.
Ioffe A. D. On the local surjection property. Nonlinear Anal. Theory Meth. Appl. 11(1987), 565–592.
Jofre A., Penot J.-P. Comparing new notions of tangent cones. London Math. J. To appear.
Jourani A., Thibault L. Approximate subdifferential and metric regularity: finite dimensional case. Submitted (1987).
Kawasaki H. An envelope-like effect of infinitely many inequality constraints on second-order necessary conditions for minimization problems. Math. Programming 41(1988), 73–96.
Kurcyusz S., Zowe J. Regularity and stability for the mathematical programming problem in Banach spaces. Appl. Math. Optim. 5(1979), 49–62.
Lyusternik L. Conditional extrema of functionals. Math. USSR-Sb. 41 (1934), 390–401.
Penot J. P. On regularity conditions in mathematical programming. Math. Programming Stud. 19(1982), 167–199.
Robinson S. Stability theorems for systems of inequalities, Part I: linear systems. SIAM J. Numer. Anal. 12(1975), 754–769.
Robinson S. Stability theorems for systems of inequalitiies, Part II: differentiable nonlinear systems. SIAM J. Numer. Anal. 13(1976), 497–513.
Robinson S. Regularity and stability for convex multivalued functions. Math. Oper. Res. 1(1976), 130–143.
Rockafellar R. T. Lipschitzian properties of multifunctions. Nonlinear Anal. Theory Meth. Appl. 9(1985), 867–885.
Rockafellar R. T. First- and second-order pseudo-differentiability in nonlinear programming. Submitted (1987).
Rockafellar R. T. Pseudo-differentiability of set-valued mappings and its applications in optimization. Submitted (1987).
Terpolilli P. Optimisation en un point singulier. Thesis, Université de Pau et des Pays de l'Adour (1982).
Ursescu C. Multifunctions with convex closed graph. Czechoslovak Math. J. 25(1975), 100.
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Communicated by J. Stoer
On leave from Universidad de Chile, Casilla 170/3 Correo 3, Santiago, Chile.
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Cominetti, R. Metric regularity, tangent sets, and second-order optimality conditions. Appl Math Optim 21, 265–287 (1990). https://doi.org/10.1007/BF01445166
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DOI: https://doi.org/10.1007/BF01445166