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Multi-level facility location as the maximization of a submodular set function

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  • Ortiz-Astorquiza, Camilo
  • Contreras, Ivan
  • Laporte, Gilbert

Abstract

In this paper we model the multi-level uncapacitated facility location problem as two different combinatorial optimization problems. The first model is the classical representation of the problem which uses a set of vertices as combinatorial objects to represent solutions whereas in the second model we propose the use of a set of paths. An interesting observation is that the real-valued set function associated with the first combinatorial problem does not satisfy the submodular property, whereas the set function associated with the second problem does satisfy this property. This illustrates the fact that submodularity is not a property intrinsic to an optimization problem but rather to its mathematical representation.

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  • Ortiz-Astorquiza, Camilo & Contreras, Ivan & Laporte, Gilbert, 2015. "Multi-level facility location as the maximization of a submodular set function," European Journal of Operational Research, Elsevier, vol. 247(3), pages 1013-1016.
  • Handle: RePEc:eee:ejores:v:247:y:2015:i:3:p:1013-1016
    DOI: 10.1016/j.ejor.2015.05.082
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    1. Addis, Bernardetta & Carello, Giuliana & Ceselli, Alberto, 2013. "Combining very large scale and ILP based neighborhoods for a two-level location problem," European Journal of Operational Research, Elsevier, vol. 231(3), pages 535-546.
    2. Ro, Hyung-bong & Tcha, Dong-wan, 1984. "A branch and bound algorithm for the two-level uncapacitated facility location problem with some side constraints," European Journal of Operational Research, Elsevier, vol. 18(3), pages 349-358, December.
    3. Donald Erlenkotter, 1978. "A Dual-Based Procedure for Uncapacitated Facility Location," Operations Research, INFORMS, vol. 26(6), pages 992-1009, December.
    4. Gerard Cornuejols & Marshall L. Fisher & George L. Nemhauser, 1977. "Exceptional Paper--Location of Bank Accounts to Optimize Float: An Analytic Study of Exact and Approximate Algorithms," Management Science, INFORMS, vol. 23(8), pages 789-810, April.
    5. Letchford, Adam N. & Miller, Sebastian J., 2014. "An aggressive reduction scheme for the simple plant location problem," European Journal of Operational Research, Elsevier, vol. 234(3), pages 674-682.
    6. Karen Aardal & Martine Labbé & Janny Leung & Maurice Queyranne, 1996. "On the Two-Level Uncapacitated Facility Location Problem," INFORMS Journal on Computing, INFORMS, vol. 8(3), pages 289-301, August.
    7. Ivan Contreras & Elena Fernández, 2014. "Hub Location as the Minimization of a Supermodular Set Function," Operations Research, INFORMS, vol. 62(3), pages 557-570, June.
    8. Tcha, Dong-wan & Lee, Bum-il, 1984. "A branch-and-bound algorithm for the multi-level uncapacitated facility location problem," European Journal of Operational Research, Elsevier, vol. 18(1), pages 35-43, October.
    9. Aardal, Karen & van den Berg, Pieter L. & Gijswijt, Dion & Li, Shanfei, 2015. "Approximation algorithms for hard capacitated k-facility location problems," European Journal of Operational Research, Elsevier, vol. 242(2), pages 358-368.
    10. Calvo, Alberto B. & Marks, David H., 1973. "Location of health care facilities: An analytical approach," Socio-Economic Planning Sciences, Elsevier, vol. 7(5), pages 407-422, October.
    11. Goldengorin, Boris, 2009. "Maximization of submodular functions: Theory and enumeration algorithms," European Journal of Operational Research, Elsevier, vol. 198(1), pages 102-112, October.
    12. Fisher, M.L. & Nemhauser, G.L. & Wolsey, L.A., 1978. "An analysis of approximations for maximizing submodular set functions," LIDAM Reprints CORE 341, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    13. Kurt Spielberg, 1969. "Plant Location with Generalized Search Origin," Management Science, INFORMS, vol. 16(3), pages 165-178, November.
    14. Barros, A. I. & Labbe, M., 1994. "The multi-level uncapacitated facility location problem is not submodular," European Journal of Operational Research, Elsevier, vol. 72(3), pages 607-609, February.
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    Cited by:

    1. Camilo Ortiz-Astorquiza & Ivan Contreras & Gilbert Laporte, 2017. "Formulations and Approximation Algorithms for Multilevel Uncapacitated Facility Location," INFORMS Journal on Computing, INFORMS, vol. 29(4), pages 767-779, November.
    2. Ortiz-Astorquiza, Camilo & Contreras, Ivan & Laporte, Gilbert, 2018. "Multi-level facility location problems," European Journal of Operational Research, Elsevier, vol. 267(3), pages 791-805.
    3. Jean-Paul Arnaout, 2018. "Worm optimization for the multiple level warehouse layout problem," Annals of Operations Research, Springer, vol. 269(1), pages 29-51, October.
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    6. Mohammadi, Mehrdad & Jula, Payman & Tavakkoli-Moghaddam, Reza, 2017. "Design of a reliable multi-modal multi-commodity model for hazardous materials transportation under uncertainty," European Journal of Operational Research, Elsevier, vol. 257(3), pages 792-809.

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