Abstract
We present a new second-order directional derivative and study its properties. Using this derivative and the parabolic second-order derivative, we establish second-order necessary and sufficient optimality conditions for a general scalar optimization problem by means of the asymptotic and parabolic second-order tangent sets to the feasible set. For the sufficient conditions, the initial space must be finite dimensional. Then, these conditions are applied to a general vector optimization problem obtaining second-order optimality conditions that generalize the differentiable case. For this aim, we introduce a scalarization, and the relationships between the different types of solutions to the vector optimization problem and the scalarized problem are studied.
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Penot, J.P.: Optimality conditions in mathematical programming and composite optimization. Math. Program. 67, 225–245 (1994)
Penot, J.P.: Second-order conditions for optimization problems with constraints. SIAM J. Control Optim. 37(1), 303–318 (1999)
Penot, J.P.: Recent advances on second-order optimality conditions. In: Nguyen, V.H., Strodiot, J.J., Tossings, P. (eds.) Optimization. Lecture Notes in Econom. and Math. Systems, vol. 481, pp. 357–380. Springer, Berlin (2000)
Cambini, A., Martein, L., Vlach, M.: Second order tangent sets and optimality conditions. Math. Jpn. 49, 451–461 (1999)
Bigi, G., Castellani, M.: Second order optimality conditions for differentiable multiobjective problems. RAIRO Oper. Res. 34, 411–426 (2000)
Jiménez, B., Novo, V.: Second order necessary conditions in set constrained differentiable vector optimization. Math. Methods Oper. Res. 58(2), 299–317 (2003)
Jiménez, B., Novo, V.: Optimality conditions in differentiable vector optimization via second-order tangent sets. Appl. Math. Optim. 49(2), 123–144 (2004)
Cambini, A., Martein, L.: First and second order optimality conditions in vector optimization. J. Stat. Manag. Syst. 5(1–3), 295–319 (2002)
Bigi, G.: On sufficient second order optimality conditions in multiobjective optimization. Math. Methods Oper. Res. 63(1), 77–85 (2006)
Hachimi, M., Aghezzaf, B.: New results on second-order optimality conditions in vector optimization problems. J. Optim. Theory Appl. 135(1), 117–133 (2007)
Khanh, P.Q., Tuan, N.D.: First and second-order optimality conditions using approximations for nonsmooth vector optimization in Banach spaces. J. Optim. Theory Appl. 130(2), 289–308 (2006)
Bonnans, J.F., Cominetti, R., Shapiro, A.: Second order optimality conditions based on parabolic second order tangent sets. SIAM J. Optim. 9(2), 466–492 (1999)
Ben-Tal, A., Zowe, J.: Necessary and sufficient optimality conditions for a class of nonsmooth minimization problems. Math. Program. 24, 70–91 (1982)
Ben-Tal, A., Zowe, J.: Directional derivatives in nonsmooth optimization. J. Optim. Theory Appl. 47, 483–490 (1985)
Bonnans, J.F., Shapiro, A.: Perturbation Analysis of Optimization Problems. Springer, New York (2000)
Demyanov, V.F., Rubinov, A.M.: Constructive Nonsmooth Analysis. Peter Lang, Frankfurt am Main (1995)
Jiménez, B., Novo, V.: First and second order sufficient conditions for strict minimality in nonsmooth vector optimization. J. Math. Anal. Appl. 284(2), 496–510 (2003)
Jahn, J.: Vector Optimization. Theory, Applications, and Extensions. Springer, Berlin (2004)
Luc, D.T.: Theory of Vector Optimization. Lecture Notes in Econom. and Math. Systems, vol. 319. Springer, Berlin (1989)
Sawaragi, Y., Nakayama, H., Tanino, T.: Theory of Multiobjective Optimization. Academic Press, Orlando (1985)
Jiménez, B.: Strict efficiency in vector optimization. J. Math. Anal. Appl. 265(2), 264–284 (2002)
Göpfert, A., Riahi, H., Tammer, C., Zălinescu, C.: Variational Methods in Partially Ordered Spaces. CMS Books in Mathematics. Springer, New York (2003)
Clarke, F.H.: Optimization and Nonsmooth Analysis. Wiley, New York (1983)
Holmes, R.B.: Geometric Functional Analysis and Its Applications. Springer, New York (1975)
Aghezzaf, B., Hachimi, M.: Second-order optimality conditions in multiobjective optimization problems. J. Optim. Theory Appl. 102(1), 37–50 (1999)
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Communicated by X.Q. Yang.
This research was partially supported by the Ministerio de Educación y Ciencia (Spain), under projects MTM2006-02629 and Ingenio Mathematica (i-MATH) CSD2006-00032 (Consolider-Ingenio 2010), and by the Consejería de Educación de la Junta de Castilla y León (Spain), Project VA027B06.
The authors are grateful to the anonymous referees for valuable comments and suggestions.
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Gutiérrez, C., Jiménez, B. & Novo, V. New Second-Order Directional Derivative and Optimality Conditions in Scalar and Vector Optimization. J Optim Theory Appl 142, 85–106 (2009). https://doi.org/10.1007/s10957-009-9525-4
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DOI: https://doi.org/10.1007/s10957-009-9525-4