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Effective Algorithms for the Economic Lot-Sizing Problem with Bounded Inventory and Linear Fixed-Charge Cost Structure

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  • José M. Gutiérrez

    (Departamento Matemáticas, Estadística e Investigación Operativa, Universidad de La Laguna, 38200 Santa Cruz de Tenerife, Spain)

  • Beatriz Abdul-Jalbar

    (Departamento Matemáticas, Estadística e Investigación Operativa, Universidad de La Laguna, 38200 Santa Cruz de Tenerife, Spain)

  • Joaquín Sicilia

    (Departamento Matemáticas, Estadística e Investigación Operativa, Universidad de La Laguna, 38200 Santa Cruz de Tenerife, Spain)

  • Inmaculada Rodríguez-Martín

    (Departamento Matemáticas, Estadística e Investigación Operativa, Universidad de La Laguna, 38200 Santa Cruz de Tenerife, Spain)

Abstract

Efficient algorithms for the economic lot-sizing problem with storage capacity are proposed. On the one hand, for the cost structure consisting of general linear holding and ordering costs and fixed setup costs, an O T 2 dynamic programming algorithm is introduced, where T is the number of time periods. The new approach induces an accurate partition of the planning horizon, discarding most of the infeasible solutions. Moreover, although there are several algorithms based on dynamic programming in the literature also running in quadratic time, even considering more general cost structures and assumptions, the new solution uses a geometric technique to speed up the algorithm for a class of subproblems generated by dynamic programming, which can now be solved in linearithmic time. To be precise, the computational results show that the average occurrence percentage of this class of subproblems ranges between 13% and 45%, depending on both the total number of periods and the percentage of storage capacity availability. Furthermore, this percentage significantly increases from 13% to 35% as the capacity availability decreases. This reveals that the usage of the geometric technique is predominant under restrictive storage capacities. Specifically, when the percentage of capacity availability is below 50%, the average running times are on average 100 times faster than those when this percentage is above 50%. On the other hand, an O T on-line array searching method in Monge arrays can be used when the costs are non-speculative costs.

Suggested Citation

  • José M. Gutiérrez & Beatriz Abdul-Jalbar & Joaquín Sicilia & Inmaculada Rodríguez-Martín, 2021. "Effective Algorithms for the Economic Lot-Sizing Problem with Bounded Inventory and Linear Fixed-Charge Cost Structure," Mathematics, MDPI, vol. 9(6), pages 1-21, March.
  • Handle: RePEc:gam:jmathe:v:9:y:2021:i:6:p:689-:d:522594
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    References listed on IDEAS

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    1. Önal, Mehmet & van den Heuvel, Wilco & Liu, Tieming, 2012. "A note on “The economic lot sizing problem with inventory bounds”," European Journal of Operational Research, Elsevier, vol. 223(1), pages 290-294.
    2. Hark‐Chin Hwang & Wilco van den Heuvel, 2012. "Improved algorithms for a lot‐sizing problem with inventory bounds and backlogging," Naval Research Logistics (NRL), John Wiley & Sons, vol. 59(3‐4), pages 244-253, April.
    3. 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).
    4. Alan S. Manne, 1958. "Programming of Economic Lot Sizes," Management Science, INFORMS, vol. 4(2), pages 115-135, January.
    5. Fan, Jie & Wang, Guoqing, 2018. "Joint optimization of dynamic lot and warehouse sizing problems," European Journal of Operational Research, Elsevier, vol. 267(3), pages 849-854.
    6. van den Heuvel, Wilco & Gutiérrez, José Miguel & Hwang, Hark-Chin, 2011. "Note on "An efficient approach for solving the lot-sizing problem with time-varying storage capacities"," European Journal of Operational Research, Elsevier, vol. 213(2), pages 455-457, September.
    7. Suzanne, Elodie & Absi, Nabil & Borodin, Valeria & van den Heuvel, Wilco, 2020. "A single-item lot-sizing problem with a by-product and inventory capacities," European Journal of Operational Research, Elsevier, vol. 287(3), pages 844-855.
    8. Liu, Tieming, 2008. "Economic lot sizing problem with inventory bounds," European Journal of Operational Research, Elsevier, vol. 185(1), pages 204-215, February.
    9. Albert Wagelmans & Stan van Hoesel & Antoon Kolen, 1992. "Economic Lot Sizing: An O(n log n) Algorithm That Runs in Linear Time in the Wagner-Whitin Case," Operations Research, INFORMS, vol. 40(1-supplem), pages 145-156, February.
    10. Gutiérrez, J. & Sedeí±o-Noda, A. & Colebrook, M. & Sicilia, J., 2008. "An efficient approach for solving the lot-sizing problem with time-varying storage capacities," European Journal of Operational Research, Elsevier, vol. 189(3), pages 682-693, September.
    11. Laurence A. WOLSEY, 2017. "Erratum: a tight formulation for uncapacitated lot-sizing with stock upper bounds," LIDAM Reprints CORE 2835, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    12. Harvey M. Wagner & Thomson M. Whitin, 1958. "Dynamic Version of the Economic Lot Size Model," Management Science, INFORMS, vol. 5(1), pages 89-96, October.
    13. Wolsey, Laurence A., 1995. "Progress with single-item lot-sizing," European Journal of Operational Research, Elsevier, vol. 86(3), pages 395-401, November.
    14. Stephen F. Love, 1973. "Bounded Production and Inventory Models with Piecewise Concave Costs," Management Science, INFORMS, vol. 20(3), pages 313-318, November.
    15. Ayse Akbalik & Bernard Penz & Christophe Rapine, 2015. "Capacitated lot sizing problems with inventory bounds," Annals of Operations Research, Springer, vol. 229(1), pages 1-18, June.
    16. Brahimi, Nadjib & Dauzere-Peres, Stephane & Najid, Najib M. & Nordli, Atle, 2006. "Single item lot sizing problems," European Journal of Operational Research, Elsevier, vol. 168(1), pages 1-16, January.
    17. Awi Federgruen & Michal Tzur, 1991. "A Simple Forward Algorithm to Solve General Dynamic Lot Sizing Models with n Periods in 0(n log n) or 0(n) Time," Management Science, INFORMS, vol. 37(8), pages 909-925, August.
    18. Alok Aggarwal & James K. Park, 1993. "Improved Algorithms for Economic Lot Size Problems," Operations Research, INFORMS, vol. 41(3), pages 549-571, June.
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