Abstract
This paper investigates mathematical programming with equilibrium constraints including multiple interval-valued objective functions on Hadamard manifolds. In the first part, both necessary and sufficient optimality conditions for some types of efficient solutions are considered. After that, the Wolfe and Mond–Weir type dual problems are formulated and the duality relations under geodesic convexity assumptions are examined. Some examples are proposed to illustrate the results.
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References
Absil, P.A., Mahony, R., Sepulchre, R.: Optimization Algorithms on Matrix Manifolds. Princeton University Press, Princeton (2008)
Antczak, T.: Optimality conditions and duality results for nonsmooth vector optimization problems with the multiple interval-valued objective function. Acta Math. Sci. 37, 1133–1150 (2017)
Aubin, J.P., Frankowska, H.: Set-Valued Analysis. Birkhauser, Boston (1990)
Bao, T.Q., Gupta, P., Mordukhovich, B.S.: Necessary conditions in multiobjective optimization with equilibrium constraints. J. Optim. Theory Appl. 135, 179–203 (2007)
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)
Bergmann, R., Herzog, R.: Intrinsic formulation of KKT conditions and constraint qualifications on smooth manifolds. SIAM J. Optim. 29, 2423–2444 (2019)
Ida, M.: Portfolio selection problem with interval coefficients. Appl. Math. Lett. 16(5), 709–713 (2003)
Ishibuchi, H., Tanaka, H.: Multiobjective programming in optimization of the interval objective function. Eur. J. Oper. Res. 48(2), 219–225 (1990)
Karaaslan, A., Gezen, M.: The evaluation of renewable energy resources in Turkey by integer multi-objective selection problem with interval coefficient. Renew. Energ. 182, 842–854 (2022)
Boumal, N.: An Introduction to Optimization on Smooth Manifolds. Cambridge University Press, Cambridge (2023)
Chen, S.: The KKT optimality conditions for optimization problem with interval-valued objective function on Hadamard manifolds. Optimization 71(3), 613–632 (2022)
Devine, M.T., Siddiqui, S.: Strategic investment decisions in an oligopoly with a competitive fringe: an equilibrium problem with equilibrium constraints approach. Eur. J. Oper. Res. 306(3), 1473–1494 (2023)
Fernández, J., Pelegrín, B.: Using interval analysis for solving planar single-facility location problems: new discarding tests. J. Glob. Optim. 19, 61–81 (2001)
Flegel, M.L., Kanzow, C.: Abadie-type constraint qualification for mathematical programs with equilibrium constraints. J. Optim. Theory Appl. 124, 595–614 (2005)
Guo, Y., Ye, G., Liu, W., Zhao, D., Treanţă, S.: Solving nonsmooth interval optimization problems based on interval-valued symmetric invexity. Chaos Solit. Fract. 174, 113834 (2023)
Jayswal, A., Ahmad, I., Banerjee, J.: Nonsmooth interval-valued optimization and saddle-point optimality criteria. Bull. Malays. Math. Sci. Soc. 39, 1391–1441 (2016)
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)
Karkhaneei, M.M., Mahdavi-Amiri, N.: Nonconvex weak sharp minima on Riemannian manifolds. J. Optim. Theory Appl. 183, 85–104 (2019)
Khanh, P.Q., Tung, L.T.: On optimality conditions and duality for multiobjective optimization with equilibrium constraints. Positivity 27(4), 1–27 (2023)
Lai, K.K., Mishra, S.K., Hassan, M., Bisht, J., Maurya, J.K.: Duality results for interval-valued semiinfinite optimization problems with equilibrium constraints using convexificators. J. Inequal. Appl. 2022(1), 128 (2022)
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)
Luc, D.T.: Theory of Vector Optimization. Springer, Berlin (1989)
Ma, T., Zhang, Y., Han, Z., Li, C.: Heterogeneous RAN slicing resource allocation using mathematical program with equilibrium constraints. IET Commun. 16(15), 1772–1786 (2022)
Mangasarian, O.L.: Nonlinear Programming. McGraw Hill, New York (1969)
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)
Mordukhovich, B.S.: Equilibrium problems with equilibrium constraints via multiobjective optimization. Optim. Methods Softw. 19, 479–492 (2004)
Mordukhovich, B.S.: Variational Analysis and Generalized Differentiation, Vol I: Basic Theory. Springer, Berlin (2006)
Mordukhovich, B.S.: Variational Analysis and Generalized Differentiation, Vol II. Applications. Springer, Berlin (2006)
Mordukhovich, B.S.: Multiobjective optimization problems with equilibrium constraints. Math. Program. 117, 331–354 (2009)
Movahedian, N.: Scaled constraint qualifications for generalized equation constrained problems and application to nonsmooth mathematical programs with equilibrium constraints. Positivity 24, 253–285 (2020)
Osuna-Gómez, R., Hernádez-Jiménez, B., Chalco-Cano, Y., Ruiz-Gazón, G.: New efficiency conditions for multiobjective interval-valued programming problems. Inform. Sci. 420, 235–248 (2017)
Pandey, Y., Mishra, S.K.: Duality for nonsmooth optimization problems with equilibrium constraints, using convexificators. J. Optim. Theory Appl. 171, 694–707 (2016)
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)
Rapcsák, T.: Smooth Nonlinear Optimization in \(\mathbb{R} ^n\). Kluwer Academic Publishers, Dordrecht (1997)
Su, T.V.: Optimality and duality for nonsmooth mathematical programming problems with equilibrium constraints. J. Glob. Optim. 85(3), 663–685 (2023)
Treanţă, S.: LU-optimality conditions in optimization problems with mechanical work objective functionals. IEEE Trans. Neural Netw. Learn. Syst. 33(9), 4971–4978 (2021)
Treanţă, S.: On a class of constrained interval-valued optimization problems governed by mechanical work cost functionals. J. Optim. Theory Appl. 188(3), 913–924 (2021)
Treanţă, S., Upadhyay, B.B., Ghosh, A., Nonlaopon, K.: Optimality conditions for multiobjective mathematical programming problems with equilibrium constraints on Hadamard manifolds. Mathematics 10(19), 3516 (2022)
Treanţă, S., Saeed, T.: On weak variational control inequalities via interval analysis. Mathematics 11(9), 2177 (2023)
Tung, L.T.: Karush–Kuhn–Tucker optimality conditions and duality for convex semi-infinite programming with multiple interval-valued objective functions. J. Appl. Math. Comput. 62(1–2), 67–91 (2020)
Tung, L.T., Tam, D.H.: Optimality conditions and duality for multiobjective semi-infinite programming on Hadamard manifolds. Bull. Iran. Math. Soc. 48, 2191–2219 (2022)
Tung, L.T.: Karush–Kuhn–Tucker optimality conditions and duality for multiobjective semi-infinite programming with equilibrium constraints. Yugosl. J. Oper. Res. 31(4), 429–453 (2023)
Tung, L.T., Tam, D.H., Singh, V.: Characterization of solution sets of geodesic convex semi-infinite programming on Riemannian manifolds. Appl. Set-Val. Anal. Optim. 5(1), 1–18 (2023)
Udrişte, C.: Convex Functions and Optimization Methods on Riemannian Manifolds. Kluwer Academic Publishers, Dordrecht (1994)
Upadhyay, B.B., Ghosh, A.: On constraint qualifications for mathematical programming problems with vanishing constraints on Hadamard manifolds. J. Optim. Theory Appl. 199, 1–35 (2023)
Upadhyay, B.B., Ghosh, A., Treanţă, S.: Optimality conditions and duality for nonsmooth multiobjective semi-infinite programming problems on Hadamard manifolds. Bull. Iran. Math. Soc. 49(4), 45 (2023)
Upadhyay, B.B., Ghosh, A., Treanţă, S.: Constraint qualifications and optimality criteria for nonsmooth multiobjective programming problems on Hadamard manifolds. J. Optim. Theory Appl. 1–26 (2023)
Upadhyay, B.B., Ghosh, A., Treanţă, S.: Optimality conditions and duality for nonsmooth multiobjective semi-infinite programming problems with vanishing constraints on Hadamard manifolds. J. Math. Anal. Appl. 531(1), 127785 (2024)
Wolfe, P.: A duality theorem for non-linear programming. Q. Appl. Math. 19(3), 239–244 (1961)
Wu, H.C.: The Karush-Kuhn-Tucker optimality conditions in multiobjective programming problems with interval-valued objective functions. Eur. J. Oper. Res. 196, 49–60 (2009)
Ye, J.J.: Necessary and sufficient optimality conditions for mathematical programs with equilibrium constraints. J. Math. Anal. Appl. 307, 350–369 (2005)
Acknowledgements
The authors would like to thank the Editors for the help in the processing of the article. The authors are very grateful to the Anonymous Referees for the very valuable remarks, which helped to improve the paper. The first author was supported by The Ministry of Education and Training of Vietnam under Grant No. B2022-TCT-01.
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Tung, L.T., Singh, V. Optimality conditions and duality for mathematical programming with equilibrium constraints including multiple interval-valued objective functions on Hadamard manifolds. Japan J. Indust. Appl. Math. (2024). https://doi.org/10.1007/s13160-024-00646-6
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DOI: https://doi.org/10.1007/s13160-024-00646-6
Keywords
- Multiobjective mathematical programming
- Equilibrium constraints
- Interval-valued objective functions
- Hadamard manifolds
- Karush–Kuhn–Tucker optimality conditions
- Mond–Weir and Wolfe duality