Abstract
The aim of this paper is to develop first-order necessary and sufficient optimality conditions for nonsmooth multiobjective optimization problems with vanishing constraints. First of all, we introduce some data qualifications for the problem, and derive the comparisons between them. Secondly, based on the mentioned qualifications, we demonstrate some necessary optimality conditions, named strongly stationary conditions, at weakly efficient and efficient solutions of considered problem. Then, we show that the strongly stationary conditions are also sufficient for optimality. Finally, using the tightened problems, we establish other classes of qualifications and stationary conditions.
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Achtziger, W., Kanzow, C.: Mathematical programs with vanishing constraints: optimality conditions and constraint qualifications. Math. Program. 114, 69–99 (2007)
Ansari Ardali, A., Movahedian, N., Nobakhtian, S.: Optimality conditions for nonsmooth mathematical programs with equilibrium constraints, using convexificators. Optimization 65, 67–85 (2016)
Caristi, G., Kanzi, N.: Karush–Kuhn–Tuker type conditions for optimality of non-smooth multiobjective semi-infinite programming. Int. J. Math. Anal. 39, 1929–1938 (2015)
Clarke, F.H.: Optimization and Nonsmooth Analysis. Wiley, New York (1983)
Giorgi, G., Gwirraggio, A., Thierselder, J.: Mathematics of Optimization. Smooth and Nonsmooth Cases. Elsivier, Amsterdam (2004)
Guu, S.M., Singh, Y., Mishra, S.K.: On strong KKT type sufficient optimality conditions for multiobjective semi-infinite programming problems with vanishing constraints. J. Ineq. Appl. 282, 9–20 (2017)
Halkin, H.: Implicit functions and optimiation problems without continuous differentiability of the data. SIAM J. Control. 12, 229–236 (1974)
Hoheisel, T., Kanzow, C.: First- and second-order optimality conditions for mathematical programs with vanishing. Appl. Math. 52, 495–514 (2007)
Hoheisel, T., Kanzow, C.: Stationarity conditions for mathematical programs with vanishing constraints using weak constraint qualifications. J. Math. Anal. Appl. 337, 292–310 (2008)
Hoheisel, T., Kanzow, C.: On the Abadie and Guignard constraint qualifications for mathematical programs with vanishing constraints. Optimization 58, 431–448 (2009)
Kanzi, N., Soleymani-damaneh, M.: Slater CQ, optimality and duality for quasiconvex semi-infinite optimization problems. J. Math. Anal. Appl. 434, 638–651 (2016)
Kanzi, N.: Karush–Kuhn–Tucker types optimality conditions for non-smooth semi-infinite vector optimization problems. J. Math. Ext. 9, 45–56 (2015)
Kanzi, N., Shaker Ardekani, J., Caristi, G.: Optimality, scalarization and duality in linear vector semi-infinite programming. Optimization 67, 523–536 (2018)
Kanzi, N.: Necessary and sufficient conditions for (weakly) efficient of non-differentiable multi-objective semi-infinite programming problems. Iran J. Sci. Technol. Trans. Sci. 42, 1537–1544 (2018)
Kazemi, S., Kanzi, N.: Constraint qualifications and stationary conditions for mathematical programming with nondifferentiable vanishing constraints. J. Optim. Theory Appl. 179, 800–819 (2018)
Kazemi, S., Kanzi, N., Ebadian, A.: Estimating the Fréchet normal cone in optimization problems with nonsmooth vanishing constraints. Iran. J. Sci. Technol. Trans. Sci. 43, 2299–2306 (2019)
Li, X.F.: Constraint qualifcations in nonsmooth multiobjective optimization. J. Optim. Theory Appl. 106, 73–398 (2000)
Mishra, S.K., Singh, V., Laha, V.: On duality for mathematical programs with vanishing constraints. Ann. Oper. Res. 243, 249–272 (2016)
Mishra, S.K., Singh, V., Laha, V., Mohapatra, R.N.: On constraint qualifications for multiobjective optimization problems with vanishing constraints. In: Optimization Methods, Theory and Applications, Springer, Heidelberg, pp. 95–135 (2015)
Mishra, S.K., Upadhyay, B.B., Le Thi Hoai, A.: Lagrange multiplier characterizations of solution sets of constrained nonsmooth pseudolinear optimization problems. J. Optim. Theory Appl. 160, 763–777 (2014)
Mokhtavayi, H., Heydari, A., Kanzi, N.: First-order optimality conditions for lipschitz optimization problems with vanishing constraints. Iran J. Sci. Technol. Trans. Sci. 44, 1853–1861 (2020)
Movahedian, N.: Bounded Lagrange multiplier rules for general nonsmooth problems and application to mathematical programs with equilibrium constraints. J. Global Optim. 67, 829–850 (2017)
Movahedian, N., Nobakhtian, S.: Necessary and sufficient conditions for nonsmooth mathematical programs with equilibrium constraints. Nonlinear Anal. 72, 2694–2705 (2010)
Rockafellar, R.T.: Convex Analysis. Princeton University Press, Princeton (1970)
Shaker Ardakani, J., Farahmand Rad, S.H., Kanzi, N., Reihani Ardabili, P.: Necessary stationary conditions for multiobjective optimization problems with nondifferentiable convex vanishing constraints. Iran. J. Sci. Technol. Trans. Sci. 43, 2913–2919 (2019)
Acknowledgements
The authors would like to express their gratitude to anonymous referee for helpful comments on this paper. This research was in part supported by a Grant from “Iran National Science Foundation: INSF” (No. 98021095).
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Sadeghieh, A., Kanzi, N., Caristi, G. et al. On stationarity for nonsmooth multiobjective problems with vanishing constraints. J Glob Optim 82, 929–949 (2022). https://doi.org/10.1007/s10898-021-01030-1
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DOI: https://doi.org/10.1007/s10898-021-01030-1
Keywords
- Multiobjective optimization
- Vanishing constraints
- Stationary condition
- Qualification condition
- Tightened problem