Skip to main content

A Math-Heuristic for the Multi-Level Capacitated Lot Sizing Problem with Carryover

  • Conference paper
Applications of Evolutionary Computation (EvoApplications 2010)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 6025))

Included in the following conference series:

Abstract

We present a math-heuristic algorithm for the lot sizing problem with carryover. The proposed algorithm uses mathematical programming techniques in a metaheuristic fashion to iteratively solve smaller portions of the original problem. More specifically, we draw ideas from the corridor method to design and impose exogenous constraints on the original problem and, subsequently, we solve to optimality the constrained problem using a MIP solver. The algorithm iteratively builds new corridors around the best solution found within each corridor and, therefore, explores adjacent portions of the search space. In the attempt of fostering diversification while exploring the original search space, we generate a pool of incumbent solutions for the corridor method and, therefore, we reapply the corridor method using different starting points. The algorithm has been tested on instances of a standard benchmark library and the reported results show the robustness and effectiveness of the proposed scheme.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 84.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Box, G., Wilson, K.: On the Experimental Attainment of Optimum Conditions. Journal of the Royal Statistical Society B-13, 1–45 (1951)

    Google Scholar 

  2. Buschkühl, L., Sahling, F., Helber, S., Tempelmeier, H.: Dynamic capacitated lot-sizing problems: a clasification and review of solution approaches. OR Spectrum (2008), doi:10.1007/s00291-008-0150-7

    Google Scholar 

  3. Caserta, M., Ramirez, A., Voß, S., Moreno, R.: A hybrid algorithm for the multi level capacitated lot sizing problem with setup carryover. In: Voß, S., Pahl, J., Schwarze, S. (eds.) Logistik Management, pp. 123–138. Physica, Heidelberg (2009)

    Chapter  Google Scholar 

  4. Caserta, M., Quiñonez, E.: A Cross Entropy-Lagrangean Hybrid Algorithm for the Multi-Item Capacitated Lot-Sizing Problem with Setups. Computers and Operations Research 36(2), 530–548 (2009)

    Article  MATH  MathSciNet  Google Scholar 

  5. Caserta, M., Voß, S., Sniedovich, M.: Applying the corridor method to a block relocation problem. OR Spectrum (2009), doi:10.1007/s00291-009-0176-5

    Google Scholar 

  6. Caserta, M., Voß, S.: A corridor method-based algorithm for the pre-marshalling problem. In: Giacobini, M., et al. (eds.) EvoWorkshops 2009. LNCS, vol. 5484, pp. 788–797. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

  7. De Boer, P., Kroese, D.P., Mannor, S., Rubinstein, R.Y.: A tutorial on the cross-entropy method. Annals of Operations Research 134(1), 19–67 (2005)

    Article  MATH  MathSciNet  Google Scholar 

  8. Maes, J., McClain, J., Van Wassenhove, L.: Multilevel capacitated lotsizing complexity and LP-based heuristics. European Journal of Operational Research 53, 131–148 (1991)

    Article  MATH  Google Scholar 

  9. Quadt, D., Kuhn, H.: Capacitated lot-sizing with extensions: a review. 4OR: A Quarterly Journal of Operations Research 6(1), 61–83 (2008)

    Article  MATH  MathSciNet  Google Scholar 

  10. Sahling, F., Buschkühl, L., Tempelmeier, H., Helber, S.: Solving a multi-level capacitated lot sizing problem with multi-period setup carry-over via a fix-and-optimize heuristic. Computers and Operations Research 36(9), 2546–2553 (2009)

    Article  MATH  Google Scholar 

  11. Sniedovich, M., Voß, S.: The Corridor Method: a Dynamic Programming Inspired Metaheuristic. Control and Cybernetics 35(3), 551–578 (2006)

    MATH  MathSciNet  Google Scholar 

  12. Suerie, C., Stadtler, H.: The capacitated lot-sizing problem with linked lot sizes. Management Science 49(8), 1039–1054 (2003)

    Article  Google Scholar 

  13. Tempelmeier, H., Destroff, M.: A lagrangian-based heuristic for dynamic multilevel multiitem constrained lotsizing with setup times. Management Science 42(5), 738–757 (1996)

    Article  MATH  Google Scholar 

  14. Tempelmeier, H., Buschkühl, L.: A heuristic for the dynamic multi-level capacitated lotsizing problem with linked lotsizes for general product structures. OR Spectrum 31, 385–404 (2009)

    Article  MATH  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2010 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Caserta, M., Ramirez, A., Voß, S. (2010). A Math-Heuristic for the Multi-Level Capacitated Lot Sizing Problem with Carryover. In: Di Chio, C., et al. Applications of Evolutionary Computation. EvoApplications 2010. Lecture Notes in Computer Science, vol 6025. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-12242-2_47

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-12242-2_47

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-12241-5

  • Online ISBN: 978-3-642-12242-2

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics