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On optimality conditions and duality for multiobjective optimization with equilibrium constraints

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Abstract

In this paper, we consider nonsmooth multiobjective optimization problems with equilibrium constraints. Necessary/sufficient conditions for optimality in terms of the Michel-Penot subdifferential are established. Then, we propose Wolfe- and Mond–Weir-types of dual problems and investigate duality relations under generalized convexity assumptions. Some examples are provided to illustrate our results.

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References

  1. Aubin, J.P., Frankowska, H.: Set-Valued Analysis. Birkhäuser, Boston (1990)

    MATH  Google Scholar 

  2. Bagirov, A., Karmitsa, N., Mäkelä, M.M.: Introduction to Nonsmooth Optimization: Theory, Practice and Software. Springer, New York (2014)

    MATH  Google Scholar 

  3. Bao, T.Q., Mordukhovich, B.S.: Existence of minimizers and necessary conditions in set-valued optimization with equilibrium constraints. Appl. Math. 52, 453–472 (2007)

    MathSciNet  MATH  Google Scholar 

  4. Bao, T.Q., Gupta, P., Mordukhovich, B.S.: Necessary conditions in multiobjective optimization with equilibrium constraints. J. Optim. Theory Appl. 135, 179–203 (2007)

    MathSciNet  MATH  Google Scholar 

  5. Bao, T.Q., Mordukhovich, B.S., Gupta, P.: Suboptimality conditions for mathematical programs with equilibrium constraints. Taiwan. J. Math. 12, 2569–2592 (2008)

    MathSciNet  MATH  Google Scholar 

  6. Bao, T.Q., Mordukhovich, B.S.: Sufficient optimality conditions for global Pareto solutions to multiobjective problems with equilibrium constraints. J. Nonlinear Convex Anal. 15, 105–127 (2014)

    MathSciNet  MATH  Google Scholar 

  7. Birge, J.R., Qi, L.: Semiregularity and generalized subdifferentials with applications to optimization. Math. Oper. Res. 18, 982–1005 (1993)

    MathSciNet  MATH  Google Scholar 

  8. Burachik, R.S., Rizvi, M.M.: On weak and strong Kuhn-Tucker conditions for smooth multiobjective optimization. J. Optim. Theory Appl. 155, 477–491 (2012)

    MathSciNet  MATH  Google Scholar 

  9. Chieu, N.H., Lee, G.M.: A relaxed constant positive linear dependence constraint qualification for mathematical programs with equilibrium constraints. J. Optim. Theory Appl. 158, 11–32 (2013)

    MathSciNet  MATH  Google Scholar 

  10. Clarke, F.H.: Optimization and Nonsmooth Analysis. Wiley Interscience, New York (1983)

    MATH  Google Scholar 

  11. Goberna, M.A., Kanzi, N.: Optimality conditions in convex multiobjective SIP. Math. Program. 164, 67–191 (2017)

    MathSciNet  MATH  Google Scholar 

  12. Golestani, M., Nobakhtian, S.: Nonsmooth multiobjective programming and constraint qualifications. Optimization 62, 783–795 (2013)

    MathSciNet  MATH  Google Scholar 

  13. Ioffe, A.: A Lagrange multiplier rule with small convex-valued subdifferentials for nonsmooth problems of mathematical programming involving equality and nonfunctional constraints. Math. Program. 58, 137–145 (1993)

    MathSciNet  MATH  Google Scholar 

  14. Kanzow, C., Schwartz, A.: Mathematical programs with equilibrium constraints: enhanced Fritz-John conditions, new constraint qualifications, and improved exact penalty results. SIAM J. Optim. 20, 2730–2753 (2010)

    MathSciNet  MATH  Google Scholar 

  15. Khanh, P.Q., Tung, N.M.: On the Mangasarian–Fromovitz constraint qualification and Karush–Kuhn–Tucker conditions in nonsmooth semi-infinite multiobjective programming. Optim. Lett. 14, 2055–2072 (2020)

    MathSciNet  MATH  Google Scholar 

  16. Kohli, B.: Necessary and sufficient optimality conditions using convexifactors for mathematical programs with equilibrium constraints. RAIRO Oper. Res. 53, 1617–1632 (2019)

    MathSciNet  MATH  Google Scholar 

  17. Lin, G.H., Zhang, D.L., Liang, Y.C.: Stochastic multiobjective problems with complementarity constraints and applications in healthcare management. Eur. J. Oper. Res. 226, 461–470 (2013)

    MathSciNet  MATH  Google Scholar 

  18. Lu, F., Li, S.J.: Convexificators and strong Karush–Kuhn–Tucker conditions for nonsmooth multiobjective optimization problems. Pac. J. Optim. 12, 699–715 (2016)

    MathSciNet  MATH  Google Scholar 

  19. Luo, Z.Q., Pang, J.S., Ralph, D.: Mathematical Programs with Equilibrium Constraints. Cambridge University Press, Cambridge (1996)

    MATH  Google Scholar 

  20. Luu, D.V., Hang, D.D.: On efficiency conditions for nonsmooth vector equilibrium problems with equilibrium constraints. Numer. Func. Anal. Optim. 36, 1622–1642 (2015)

    MathSciNet  MATH  Google Scholar 

  21. Maeda, T.: Constraint qualifications in multiobjective optimization problems: differentiable case. J. Optim. Theory Appl. 80, 483–500 (1994)

    MathSciNet  MATH  Google Scholar 

  22. Michel, P., Penot, J.P.: Calculs sous-differential pour des functions Lipschitziennes et non Lipschitziennes. C. R. Acad. Sci. Paris Ser. I Math. 12, 269–272 (1984)

    MATH  Google Scholar 

  23. Michel, P., Penot, J.P.: A generalized derivative for calm and stable functions. Differ. Integr. Equ. 5, 433–454 (1992)

    MathSciNet  MATH  Google Scholar 

  24. Movahedian, N.: Scaled constraint qualifications for generalized equation constrained problems and application to nonsmooth mathematical programs with equilibrium constraints. Positivity 24, 253–285 (2020)

    MathSciNet  MATH  Google Scholar 

  25. Mond, B., Weir, T.: Generalized concavity and duality. In: Schaible, S., Ziemba, W.T. (eds.) Generalized Concavity in Optimization and Economics, pp. 263–279. Academic Press, New York (1981)

    MATH  Google Scholar 

  26. Mordukhovich, B.S.: Variational Analysis and Generalized Differentiation, Vol. I: Basic Theory. Springer, Berlin (2006)

    Google Scholar 

  27. Mordukhovich, B.S.: Variational Analysis and Generalized Differentiation, Vol II Applications. Springer, Berlin (2006)

    Google Scholar 

  28. Mordukhovich, B.S.: Variational Analysis and Applications. Springer, New York (2018)

    MATH  Google Scholar 

  29. Mordukhovich, B.S.: Equilibrium problems with equilibrium constraints via multiobjective optimization. Optim. Methods Softw. 19, 479–492 (2004)

    MathSciNet  MATH  Google Scholar 

  30. Mordukhovich, B.S.: Optimization and equilibrium problems with equilibrium constraints in infinite-dimensional spaces. Optimization 57, 715–741 (2008)

    MathSciNet  MATH  Google Scholar 

  31. Mordukhovich, B.S.: Multiobjective optimization problems with equilibrium constraints. Math. Program. 117, 331–354 (2009)

    MathSciNet  MATH  Google Scholar 

  32. Outrata, J.V., Kocvara, M., Zowe, J.: Nonsmooth Approach to Optimization Problems with Equilibrium Constraints: Theory, Applications and Numerical Results. Kluwer Academic, Boston (1998)

    MATH  Google Scholar 

  33. Pandey, Y., Mishra, S.K.: On strong KKT type sufficient optimality conditions for nonsmooth multiobjective semi-infinite mathematical programming problems with equilibrium constraints. Oper. Res. Lett. 44, 148–151 (2016)

    MathSciNet  MATH  Google Scholar 

  34. Rockafellar, R.T., Wets, R.J.B.: Variational Analysis. Springer, New York (2009)

    MATH  Google Scholar 

  35. Reiland, T.W.: A geometric approach to nonsmooth optimization with sample applications. Nonlinear Anal. 11, 1169–1184 (1987)

    MathSciNet  MATH  Google Scholar 

  36. Scheel, H., Scholtes, S.: Mathematical programs with complementarity constraints: stationarity, optimality, and sensitivity. Math. Oper. Res. 25, 1–22 (2000)

    MathSciNet  MATH  Google Scholar 

  37. Singh, K.V.K., Mishra, S.K.: On multiobjective mathematical programming problems with equilibrium constraints. Appl. Math. Inf. Sci. Lett. 7, 17–25 (2019)

    Google Scholar 

  38. Tung, L.T.: Karush–Kuhn–Tucker optimality conditions and duality for multiobjective semi-infinite programming with equilibrium constraints. Yugosl. J. Oper. Res. https://doi.org/10.2298/YJOR2001

  39. Tung, L.T.: Strong Karush–Kuhn–Tucker optimality conditions for Borwein properly efficient solutions of multiobjective semi-infinite programming. Bull. Braz. Math. Soc. (N.S.) 52, 1–22 (2021)

    MathSciNet  MATH  Google Scholar 

  40. Wolfe, P.: A duality theorem for nonlinear programming. Quart. Appl. Math. 19, 239–244 (1961)

    MathSciNet  MATH  Google Scholar 

  41. Ye, J.J.: Nondifferentiable multiplier rules for optimization and bilevel optimization problems. SIAM J. Optim. 15, 252–274 (2004)

    MathSciNet  MATH  Google Scholar 

  42. Zhang, P., Zhang, J., Lin, G.H., Yang, X.: Constraint qualifications and proper Pareto optimality conditions for multiobjective problems with equilibrium constraints. J. Optim. Theory Appl. 176, 763–782 (2018)

    MathSciNet  MATH  Google Scholar 

  43. Zhang, P., Zhang, J., Lin, G.H., Yang, X.: Some kind of Pareto stationarity for multiobjective problems with equilibrium constraints. Optimization 68, 1245–1260 (2019)

    MathSciNet  MATH  Google Scholar 

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Acknowledgements

The first author was supported by Vietnam University - Ho Chi Minh City (VNU-HCM) under Grant no. T2023-20-01. A part of this work was completed during a stay of the authors at the Vietnam Institute for Advanced Study in Mathematics (VIASM). The authors would like to thank VIASM for its hospitality and support. The authors are very much grateful to the editors and the anonymous referees for allowing them to improve the first submission according to their critical and helpful remarks and valuable suggestions.

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Khanh, P.Q., Tung, L.T. On optimality conditions and duality for multiobjective optimization with equilibrium constraints. Positivity 27, 49 (2023). https://doi.org/10.1007/s11117-023-01001-8

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