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A multi‐stage stochastic programming approach for network capacity expansion with multiple sources of capacity

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  • Majid Taghavi
  • Kai Huang

Abstract

In networks, there are often more than one sources of capacity. The capacities can be permanently or temporarily owned by the decision maker. Depending on the nature of sources, we identify the permanent capacity, spot market capacity, and contract capacity. We use a scenario tree to model the uncertainty, and build a multi‐stage stochastic integer program that can incorporate multiple sources and multiple types of capacities in a general network. We propose two solution methodologies for the problem. Firstly, we design an asymptotically convergent approximation algorithm. Secondly, we design a cutting plane algorithm based on Benders decomposition to find tight bounds for the problem. The numerical experiments show superb performance of the proposed algorithms compared with commercial software. © 2016 Wiley Periodicals, Inc. Naval Research Logistics 63: 600–614, 2017

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  • Majid Taghavi & Kai Huang, 2016. "A multi‐stage stochastic programming approach for network capacity expansion with multiple sources of capacity," Naval Research Logistics (NRL), John Wiley & Sons, vol. 63(8), pages 600-614, December.
  • Handle: RePEc:wly:navres:v:63:y:2016:i:8:p:600-614
    DOI: 10.1002/nav.21726
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    1. D. R. Fulkerson, 1959. "Increasing the Capacity of a Network: The Parametric Budget Problem," Management Science, INFORMS, vol. 5(4), pages 472-483, July.
    2. Nikolaos E. Pratikakis & Matthew J. Realff & Jay H. Lee, 2010. "Strategic capacity decision‐making in a stochastic manufacturing environment using real‐time approximate dynamic programming," Naval Research Logistics (NRL), John Wiley & Sons, vol. 57(3), pages 211-224, April.
    3. Marí­n, íngel & Jaramillo, Patricia, 2008. "Urban rapid transit network capacity expansion," European Journal of Operational Research, Elsevier, vol. 191(1), pages 45-60, November.
    4. Ahuja, R. K. & Batra, J. L. & Gupta, S. K. & Punnen, A. P., 1996. "Optimal expansion of capacitated transshipment networks," European Journal of Operational Research, Elsevier, vol. 89(1), pages 176-184, February.
    5. T. L. Magnanti & R. T. Wong, 1984. "Network Design and Transportation Planning: Models and Algorithms," Transportation Science, INFORMS, vol. 18(1), pages 1-55, February.
    6. Hong Zhang & Qingcheng Zeng, 2015. "A study of the relationships between the time charter and spot freight rates," Applied Economics, Taylor & Francis Journals, vol. 47(9), pages 955-965, February.
    7. Inderfurth, Karl & Kelle, Peter & Kleber, Rainer, 2013. "Dual sourcing using capacity reservation and spot market: Optimal procurement policy and heuristic parameter determination," European Journal of Operational Research, Elsevier, vol. 225(2), pages 298-309.
    8. P. J. Doulliez & M. R. Rao, 1975. "Optimal Network Capacity Planning: A Shortest-Path Scheme," Operations Research, INFORMS, vol. 23(4), pages 810-818, August.
    9. Pimentel, Bruno S. & Mateus, Geraldo R. & Almeida, Franklin A., 2013. "Stochastic capacity planning and dynamic network design," International Journal of Production Economics, Elsevier, vol. 145(1), pages 139-149.
    10. Alper Atamtürk & Dorit S. Hochbaum, 2001. "Capacity Acquisition, Subcontracting, and Lot Sizing," Management Science, INFORMS, vol. 47(8), pages 1081-1100, August.
    11. James C. Bean & Julia L. Higle & Robert L. Smith, 1992. "Capacity Expansion Under Stochastic Demands," Operations Research, INFORMS, vol. 40(3-supplem), pages 210-216, June.
    12. Ampol Karoonsoontawong & Steven Waller, 2010. "Integrated Network Capacity Expansion and Traffic Signal Optimization Problem: Robust Bi-level Dynamic Formulation," Networks and Spatial Economics, Springer, vol. 10(4), pages 525-550, December.
    13. Doulliez, Pj. & Rao, M.R., 1971. "Capacity of a network with increasing demands and arcs subject to failure," LIDAM Reprints CORE 97, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    14. Luss, Hanan, 1984. "Capacity expansion planning for a single facility product line," European Journal of Operational Research, Elsevier, vol. 18(1), pages 27-34, October.
    15. Tezuka, Koichiro & Ishii, Masahiro & Ishizaka, Motokazu, 2012. "An equilibrium price model of spot and forward shipping freight markets," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 48(4), pages 730-742.
    16. Daniel Bienstock & Oktay Günlük, 1996. "Capacitated Network Design---Polyhedral Structure and Computation," INFORMS Journal on Computing, INFORMS, vol. 8(3), pages 243-259, August.
    17. Shabbir Ahmed & Nikolaos V. Sahinidis, 2003. "An Approximation Scheme for Stochastic Integer Programs Arising in Capacity Expansion," Operations Research, INFORMS, vol. 51(3), pages 461-471, June.
    18. Jan A. Van Mieghem, 2003. "Commissioned Paper: Capacity Management, Investment, and Hedging: Review and Recent Developments," Manufacturing & Service Operations Management, INFORMS, vol. 5(4), pages 269-302, July.
    19. BIENSTOCK, Daniel & CHOPRA, Sunil & GÜNLÜK, Oktay & TSAI, Chih-Yang, 1998. "Minimum cost capacity installation for multicommodity network flows," LIDAM Reprints CORE 1391, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    20. Kai Huang & Shabbir Ahmed, 2009. "The Value of Multistage Stochastic Programming in Capacity Planning Under Uncertainty," Operations Research, INFORMS, vol. 57(4), pages 893-904, August.
    21. P. J. Doulliez & M. R. Rao, 1971. "Capacity of a Network with Increasing Demands and Arcs Subject to Failure," Operations Research, INFORMS, vol. 19(4), pages 905-915, August.
    22. John R. Birge, 2000. "Option Methods for Incorporating Risk into Linear Capacity Planning Models," Manufacturing & Service Operations Management, INFORMS, vol. 2(1), pages 19-31, August.
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