Skip to main content

A Two-Stage Stochastic Model for Distribution Logistics with Transshipment and Backordering: Stochastic Versus Deterministic Solutions

  • Chapter
  • First Online:
New Trends in Emerging Complex Real Life Problems

Part of the book series: AIRO Springer Series ((AIROSS,volume 1))

Abstract

We present a two-stage stochastic program for a distribution logistic system with transshipment and backordering under stochastic demand and we first argue that it is NP-hard. Then, we perform a computational analysis based on a distribution network. In the case with two retailers, we show that modeling uncertainty with a stochastic program leads to better solutions with respect to the ones provided by the deterministic program, especially if limited recourse actions are admitted. Although there are special cases in which the deterministic and the stochastic solutions select the same retailers towards which sending items, in general, the deterministic solution cannot be upgraded in order to find the optimal solution of the stochastic program. Finally, in the case with four retailers, transshipment can provide more flexibility and better results.

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

Access this chapter

eBook
USD 16.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Hardcover Book
USD 109.99
Price excludes VAT (USA)
  • Durable hardcover 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

References

  1. Bertazzi, L., Maggioni, F.: A stochastic multi-stage fixed charge transportation problem: worst-case analysis of the rolling horizon approach. Eur. J. Operation. Res. (2017)

    Google Scholar 

  2. Bertazzi, L., Maggioni, F.: Solution approaches for the stochastic capacitated traveling salesmen location problem with recourse. J. Optim. Theor. Appl. 166, 321–342 (2015)

    Article  MathSciNet  Google Scholar 

  3. Birge, J., Louveaux, R.: Introduction to Stochastic Programming. Springer Science & Business Media, Francois (2011)

    Book  Google Scholar 

  4. Cavagnini, R., Bertazzi, L., Maggioni, F., Hewitt, M.: A Two-stage Stochastic Optimization Model for the Bike Sharing Allocation and Rebalancing Problem. (submitted) (2018)

    Google Scholar 

  5. Herer, Y.T., Rashit, A.: Lateral stock transshipments in a two-location inventory system with fixed and joint replenishment costs. Naval Res. Logist. (NRL). 46, 525–547 (1999)

    Article  MathSciNet  Google Scholar 

  6. Klose, A.: Single-sink fixed-charge transportation: applications and exact solution algorithms. Working Papers, Department of Mathematical Sciences, University of Aarhus, vol. 5 (2006)

    Google Scholar 

  7. Maggioni, F., Allevi, E., Bertocchi, M.: Monotonic bounds in multistage mixed-integer stochastic programming. Comput. Manag. Sci. 13, 423–457 (2016)

    Article  MathSciNet  Google Scholar 

  8. Maggioni, F., Pflug, G.: Bounds and approximations for multistage stochastic programs. Siam J. Optim. 26(1), 831–855 (2016)

    Article  MathSciNet  Google Scholar 

  9. Maggioni, F., Potra, F.A., Bertocchi, M.: A scenario-based framework for supply planning under uncertainty: stochastic programming versus robust optimization approaches. Computat. Manag. Sci. 14, 5-44 (2017)

    Article  MathSciNet  Google Scholar 

  10. Maggioni, F., Wallace, S.W.: Analyzing the quality of the expected value solution in stochastic programming. Ann. Operat. Res. 200, 37–54 (2012)

    Article  MathSciNet  Google Scholar 

  11. Olsson, F.: An inventory model with unidirectional lateral transshipments. Eur. J. Operat. Res. 200, 725–732 (2010)

    Article  Google Scholar 

  12. Paterson, C., Kiesmüller, G., Teunter, R., Glazebrook, K.: Inventory models with lateral transshipments: a review. Eur. J. Operat. Res. 210, 125–136 (2011)

    Article  MathSciNet  Google Scholar 

  13. Roberti, R., Bartolini, E., Mingozzi, A.: The fixed charge transportation problem: an exact algorithm based on a new integer programming formulation. Manag. Sci. 61, 1275–1291 (2014)

    Article  Google Scholar 

  14. Rottkemper, B., Fischer, K., Blecken, A.: A transshipment model for distribution and inventory relocation under uncertainty in humanitarian operations. Socio-Econom. Plann. Sci. 46, 98–109 (2012)

    Article  Google Scholar 

  15. Wee, K.E., Dada, M.: Optimal policies for transshipping inventory in a retail network. Manag. Sci. 51, 1519–1533 (2005)

    Article  Google Scholar 

  16. Yücesan, E., et al.: Stochastic optimization for transshipment problems with positive replenishment lead times. Int. J. Prod. Econom. 135, 61–72 (2012)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Rossana Cavagnini .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2018 Springer Nature Switzerland AG

About this chapter

Check for updates. Verify currency and authenticity via CrossMark

Cite this chapter

Cavagnini, R., Bertazzi, L., Maggioni, F. (2018). A Two-Stage Stochastic Model for Distribution Logistics with Transshipment and Backordering: Stochastic Versus Deterministic Solutions. In: Daniele, P., Scrimali, L. (eds) New Trends in Emerging Complex Real Life Problems. AIRO Springer Series, vol 1. Springer, Cham. https://doi.org/10.1007/978-3-030-00473-6_15

Download citation

Publish with us

Policies and ethics