Abstract
We study optimization problems with interval objective functions. We focus on set-type solution notions defined using the Kulisch–Miranker order between intervals. We obtain bounds for the asymptotic cones of level, colevel and solution sets that allow us to deduce coercivity properties and coercive existence results. Finally, we obtain various noncoercive existence results. Our results are easy to check since they are given in terms of the asymptotic cone of the constraint set and the asymptotic functions of the end point functions. This work extends, unifies and sheds new light on the theory of these problems.
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Attouch, H., Buttazzo, G., Michaille, G.: Variational Analysis in Sobolev and BV Spaces: Applications to PDEs and Optimization. MPS/SIAM, Philadelphia (2006)
Auslender, A., Teboulle, M.: Asymptotic Cones and Functions in Optimization and Variational Inequalities. Springer, Berlin (2003)
Bhurjee, A.K., Panda, G.: Multi-objective interval fractional programming problems: an approach for obtaining efficient solutions. OPSEARCH 52, 156–167 (2015)
Chalco-Cano, Y., Lodwick, W.A., Rufian-Lizana, A.: Optimality conditions of type KKT for optimization problem with interval-valued objective function via generalized derivative. Fuzzy Optim. Decis. Mak. 12, 305–322 (2013)
Ehrgott, M.: Multicriteria Optimization. Springer, Berlin (2005)
Flores-Bazán, F.: Ideal, weakly efficient solutions for vector optimization problems. Math. Program. 3, 453–475 (2002)
Flores-Bazán, F., Hadjisavvas, N., Vera, C.: An optimal alternative theorem and applications to mathematical programming. J. Glob. Optim. 37, 229–243 (2007)
Guerra, M.L., Stefanini, L.: A comparison index for interval ordering based on generalized Hukuhara difference. Soft Comput. 16, 1931–1943 (2012)
Hernández, E., López, R.: About asymptotic analysis and set optimization. Set-Valued Var. Anal. 27, 643–664 (2019)
Ishibuchi, H., Tanaka, T.: Multiobjective programming in optimization of the interval objective function. Eur. J. Oper. Res. 48, 219–225 (1990)
Ito, K., Kunisch, K.: A note on the existence of nonsmooth nonconvex optimization problems. J. Optim. Theory Appl. 163, 697–706 (2014)
Jahn, J., Ha, T.X.D.: New order relations in set optimization. J. Optim. Theory Appl. 148, 209–236 (2011)
Karmakar, S., Bhunia, A.K.: A comparative study of different order relations of intervals. Reliab. Comput. 16, 38–72 (2012)
Khan, A.A., Tammer, C., Zǎlinescu, C.: Set-Valued Optimization: An Introduction with Applications. Springer, Heidelberg (2015)
Kneusel, R.T.: Numbers and Computers. Springer, Heidelberg (2015)
Kulisch, U.W., Miranker, W.L.: Computer Arithmetic in Theory and Practice. Academic Press, New York (1981)
Kumar, P., Dutta, D.: An interval-valued linear fractional programming approach to a constant demand inventory model without shortages. In: Proceeding of International Conference on Advance Trends in Engineering and Technology (2014)
Kuroiwa, D.: Existence theorems of set optimization with set-valued maps. J. Inform. Optim. Sci. 24, 73–84 (2003)
Osuna-Gómez, R., Chalco-Cano, Y., Hernández-Jiménez, B., Ruiz-Garzón, G.: Optimality conditions for generalized differentiable interval-valued functions. Inform. Sci. 321, 136–146 (2015)
Rockafellar, R.T., Wets, R.J.: Variational Analysis. Springer, New York (2009)
Steuer, R.E.: Algorithms for linear programming problems with interval objective function coefficients. Math. Oper. Res. 6, 333–348 (1981)
Wu, H-Ch.: The Karush–Kuhn–Tucker optimality conditions in an optimization problem with interval-valued objective function. Eur. J. Oper. Res. 176, 46–59 (2007)
Wu, H-Ch.: On interval-valued nonlinear programming problems. J. Math. Anal. Appl. 338, 299–316 (2008)
Yang, X.M., Yang, X.Q., Chen, G.Y.: Theorems of the alternative and optimization with set-valued maps. J. Optim. Theory Appl. 107, 627–640 (2000)
Acknowledgements
The authors want to express their gratitude to the editor and referees for their criticism and suggestions that helped to improve the paper. This work was supported by Universidad de Tarapacá [project UTA-Mayor 4731-13] (Vásquez) and Conicyt-Gobierno de Chile [project Fondecyt 1181368] (López).
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This paper is dedicated to Professor Nicolas Hadjisavvas for the occasion of his 65th birthday.
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Aguirre-Cipe, I., López, R., Mallea-Zepeda, E. et al. A study of interval optimization problems. Optim Lett 15, 859–877 (2021). https://doi.org/10.1007/s11590-019-01496-9
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DOI: https://doi.org/10.1007/s11590-019-01496-9