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Lower Bounds for the Capacitated Facility Location Problem Based on Column Generation

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  • Andreas Klose

    (Institute for Operations Research, University of Zurich, 8044 Zurich, Switzerland)

  • Andreas Drexl

    (Institute of Business Administration, University of Kiel, 24098 Kiel, Germany)

Abstract

The capacitated facility location problem (CFLP) is a well-known combinatorial optimization problem with applications in distribution and production planning. A variety of lower bounds based on Lagrangean relaxation and subgradient optimization has been proposed for this problem. However, information about a primal (fractional) solution can be important to solve large or difficult problem instances. Therefore, we study various approaches for solving the master problems exactly. The algorithms employ different strategies for stabilizing the column-generation process. Furthermore, a new lower bound for the CFLP based on partitioning the plant set and employing column generation is proposed. Computational results are reported for a set of large problem instances.

Suggested Citation

  • Andreas Klose & Andreas Drexl, 2005. "Lower Bounds for the Capacitated Facility Location Problem Based on Column Generation," Management Science, INFORMS, vol. 51(11), pages 1689-1705, November.
    • Handle: RePEc:inm:ormnsc:v:51:y:2005:i:11:p:1689-1705
    DOI: 10.1287/mnsc.1050.0410
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    1. Antonio Frangioni & Giorgio Gallo, 1999. "A Bundle Type Dual-Ascent Approach to Linear Multicommodity Min-Cost Flow Problems," INFORMS Journal on Computing, INFORMS, vol. 11(4), pages 370-393, November.
    2. Tony J. Van Roy, 1986. "A Cross Decomposition Algorithm for Capacitated Facility Location," Operations Research, INFORMS, vol. 34(1), pages 145-163, February.
    3. POCHET, Yves & WOLSEY, Laurence A., 1988. "Lot-size models with backlogging: strong reformulations and cutting planes," LIDAM Reprints CORE 791, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    4. A Klose, 1999. "An LP-based heuristic for two-stage capacitated facility location problems," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 50(2), pages 157-166, February.
    5. VAN ROY, Tony J., 1983. "Cross decomposition for mixed integer programming," LIDAM Reprints CORE 496, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    6. George B. Dantzig & Philip Wolfe, 1960. "Decomposition Principle for Linear Programs," Operations Research, INFORMS, vol. 8(1), pages 101-111, February.
    7. Sridharan, R., 1995. "The capacitated plant location problem," European Journal of Operational Research, Elsevier, vol. 87(2), pages 203-213, December.
    8. Zonghao Gu & George L. Nemhauser & Martin W. P. Savelsbergh, 1999. "Lifted Cover Inequalities for 0-1 Integer Programs: Complexity," INFORMS Journal on Computing, INFORMS, vol. 11(1), pages 117-123, February.
    9. Cornuejols, G. & Sridharan, R. & Thizy, J. M., 1991. "A comparison of heuristics and relaxations for the capacitated plant location problem," European Journal of Operational Research, Elsevier, vol. 50(3), pages 280-297, February.
    10. J. L. Goffin & A. Haurie & J. P. Vial, 1992. "Decomposition and Nondifferentiable Optimization with the Projective Algorithm," Management Science, INFORMS, vol. 38(2), pages 284-302, February.
    11. Gondzio, J. & du Merle, O. & Sarkissian, R. & Vial, J. -P., 1996. "ACCPM -- A library for convex optimization based on an analytic center cutting plane method," European Journal of Operational Research, Elsevier, vol. 94(1), pages 206-211, October.
    12. Aardal, K. & Pochet, Y. & Wolsey, L. A., 1995. "Capacitated facility location: valid inequalities and facets," LIDAM Reprints CORE 1295, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    13. Goffin, J. -L. & Haurie, A. & Vial, J. -Ph. & Zhu, D. L., 1993. "Using central prices in the decomposition of linear programs," European Journal of Operational Research, Elsevier, vol. 64(3), pages 393-409, February.
    14. Kochman, G. A. & McCallum, C. J., 1981. "Facility location models for planning a transatlantic communications network," European Journal of Operational Research, Elsevier, vol. 6(2), pages 205-211, February.
    15. Silvano Martello & David Pisinger & Paolo Toth, 1999. "Dynamic Programming and Strong Bounds for the 0-1 Knapsack Problem," Management Science, INFORMS, vol. 45(3), pages 414-424, March.
    16. Karen Aardal & Yves Pochet & Laurence A. Wolsey, 1995. "Capacitated Facility Location: Valid Inequalities and Facets," Mathematics of Operations Research, INFORMS, vol. 20(3), pages 562-582, August.
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    Cited by:

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