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GRASP heuristic with path-relinking for the multi-plant capacitated lot sizing problem

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  • Nascimento, Mariá C.V.
  • Resende, Mauricio G.C.
  • Toledo, Franklina M.B.

Abstract

This paper addresses the independent multi-plant, multi-period, and multi-item capacitated lot sizing problem where transfers between the plants are allowed. This is an NP-hard combinatorial optimization problem and few solution methods have been proposed to solve it. We develop a GRASP (Greedy Randomized Adaptive Search Procedure) heuristic as well as a path-relinking intensification procedure to find cost-effective solutions for this problem. In addition, the proposed heuristics is used to solve some instances of the capacitated lot sizing problem with parallel machines. The results of the computational tests show that the proposed heuristics outperform other heuristics previously described in the literature. The results are confirmed by statistical tests.

Suggested Citation

  • Nascimento, Mariá C.V. & Resende, Mauricio G.C. & Toledo, Franklina M.B., 2010. "GRASP heuristic with path-relinking for the multi-plant capacitated lot sizing problem," European Journal of Operational Research, Elsevier, vol. 200(3), pages 747-754, February.
    • Handle: RePEc:eee:ejores:v:200:y:2010:i:3:p:747-754
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    1. Jose Juan Carreno, 1990. "Economic Lot Scheduling for Multiple Products on Parallel Identical Processors," Management Science, INFORMS, vol. 36(3), pages 348-358, March.
    2. William W. Trigeiro & L. Joseph Thomas & John O. McClain, 1989. "Capacitated Lot Sizing with Setup Times," Management Science, INFORMS, vol. 35(3), pages 353-366, March.
    3. Bhatnagar, Rohit & Chandra, Pankaj & Goyal, Suresh K., 1993. "Models for multi-plant coordination," European Journal of Operational Research, Elsevier, vol. 67(2), pages 141-160, June.
    4. Maes, Johan & McClain, John O. & Van Wassenhove, Luk N., 1991. "Multilevel capacitated lotsizing complexity and LP-based heuristics," European Journal of Operational Research, Elsevier, vol. 53(2), pages 131-148, July.
    5. Armentano, Vinícius A. & França, Paulo M. & de Toledo, Franklina M. B., 1999. "A network flow model for the capacitated lot-sizing problem," Omega, Elsevier, vol. 27(2), pages 275-284, April.
    6. L. S. Lasdon & R. C. Terjung, 1971. "An Efficient Algorithm for Multi-Item Scheduling," Operations Research, INFORMS, vol. 19(4), pages 946-969, August.
    7. Wolsey, L. A., 1995. "Progress with single-item lot-sizing," LIDAM Reprints CORE 1174, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    8. Wolsey, Laurence A., 1995. "Progress with single-item lot-sizing," European Journal of Operational Research, Elsevier, vol. 86(3), pages 395-401, November.
    9. Diaby, M. & Bahl, H. C. & Karwan, M. H. & Zionts, S., 1992. "Capacitated lot-sizing and scheduling by Lagrangean relaxation," European Journal of Operational Research, Elsevier, vol. 59(3), pages 444-458, June.
    10. Moustapha Diaby & Harish C. Bahl & Mark H. Karwan & Stanley Zionts, 1992. "A Lagrangean Relaxation Approach for Very-Large-Scale Capacitated Lot-Sizing," Management Science, INFORMS, vol. 38(9), pages 1329-1340, September.
    11. Kuik, Roelof & Salomon, Marc & van Wassenhove, Luk N., 1994. "Batching decisions: structure and models," European Journal of Operational Research, Elsevier, vol. 75(2), pages 243-263, June.
    12. Lozano, Sebastian & Larraneta, Juan & Onieva, Luis, 1991. "Primal-dual approach to the single level capacitated lot-sizing problem," European Journal of Operational Research, Elsevier, vol. 51(3), pages 354-366, April.
    13. Toledo, Franklina Maria Bragion & Armentano, Vinicius Amaral, 2006. "A Lagrangian-based heuristic for the capacitated lot-sizing problem in parallel machines," European Journal of Operational Research, Elsevier, vol. 175(2), pages 1070-1083, December.
    14. Karimi, B. & Fatemi Ghomi, S. M. T. & Wilson, J. M., 2003. "The capacitated lot sizing problem: a review of models and algorithms," Omega, Elsevier, vol. 31(5), pages 365-378, October.
    15. Mohan Gopalakrishnan & Ke Ding & Jean-Marie Bourjolly & Srimathy Mohan, 2001. "A Tabu-Search Heuristic for the Capacitated Lot-Sizing Problem with Set-up Carryover," Management Science, INFORMS, vol. 47(6), pages 851-863, June.
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    Cited by:

    1. Carvalho, Desiree M. & Nascimento, Mariá C.V., 2022. "Hybrid matheuristics to solve the integrated lot sizing and scheduling problem on parallel machines with sequence-dependent and non-triangular setup," European Journal of Operational Research, Elsevier, vol. 296(1), pages 158-173.
    2. Aura Jalal & Aldair Alvarez & Cesar Alvarez-Cruz & Jonathan La Vega & Alfredo Moreno, 2023. "The robust multi-plant capacitated lot-sizing problem," TOP: An Official Journal of the Spanish Society of Statistics and Operations Research, Springer;Sociedad de Estadística e Investigación Operativa, vol. 31(2), pages 302-330, July.

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