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Optimal Network Design with End-to-End Service Requirements

Author

Listed:
  • Anantaram Balakrishnan

    (McCombs School of Business, University of Texas at Austin, Austin, Texas 78712)

  • Gang Li

    (Management Department, Bentley University, Waltham, Massachusetts 02452)

  • Prakash Mirchandani

    (Katz Graduate School of Business, University of Pittsburgh, Pittsburgh, Pennsylvania 15260)

Abstract

Long-term planning for transportation, telecommunications, and other service operations entails designing networks that are both cost effective and responsive. Because infrastructure networks are expensive and the network’s design determines its service capabilities, planners must address complex trade-offs between minimizing the total cost of the network while meeting end-to-end service requirements such as limits on transit time, latency, and transshipments. To address this problem, we study a minimum cost multicommodity network design model to select arcs and route the required flows along these arcs so that each origin-to-destination route satisfies limits on various service metrics. To effectively solve this service network design problem, we focus on a polyhedral approach to strengthen its arc flow formulation. We develop several classes of strong cuts, with appropriate separation procedures, and propose an optimization-based heuristic method. We characterize the dimension of the problem’s feasible region and show that two classes of inequalities are facet-defining under appropriate conditions. Our computational results demonstrate that our Composite method, incorporating the valid inequalities and heuristic algorithm, significantly reduces computational time and generates near-optimal solutions. The model and methods developed in this paper provide a valuable planning tool for service providers in transportation, telecommunication, and other sectors.

Suggested Citation

  • Anantaram Balakrishnan & Gang Li & Prakash Mirchandani, 2017. "Optimal Network Design with End-to-End Service Requirements," Operations Research, INFORMS, vol. 65(3), pages 729-750, June.
  • Handle: RePEc:inm:oropre:v:65:y:2017:i:3:p:729-750
    DOI: 10.1287/opre.2016.1579
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    References listed on IDEAS

    as
    1. Cynthia Barnhart & Rina R. Schneur, 1996. "Air Network Design for Express Shipment Service," Operations Research, INFORMS, vol. 44(6), pages 852-863, December.
    2. April K. Andreas & J. Cole Smith, 2008. "Mathematical Programming Algorithms for Two-Path Routing Problems with Reliability Considerations," INFORMS Journal on Computing, INFORMS, vol. 20(4), pages 553-564, November.
    3. Andersen, Jardar & Crainic, Teodor Gabriel & Christiansen, Marielle, 2009. "Service network design with management and coordination of multiple fleets," European Journal of Operational Research, Elsevier, vol. 193(2), pages 377-389, March.
    4. Zonghao Gu & George L. Nemhauser & Martin W. P. Savelsbergh, 1999. "Lifted Cover Inequalities for 0-1 Integer Programs: Complexity," INFORMS Journal on Computing, INFORMS, vol. 11(1), pages 117-123, 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. Crainic, Teodor Gabriel, 2000. "Service network design in freight transportation," European Journal of Operational Research, Elsevier, vol. 122(2), pages 272-288, April.
    7. Daeki Kim & Cynthia Barnhart & Keith Ware & Gregory Reinhardt, 1999. "Multimodal Express Package Delivery: A Service Network Design Application," Transportation Science, INFORMS, vol. 33(4), pages 391-407, November.
    8. A. Balakrishnan & T. L. Magnanti & R. T. Wong, 1989. "A Dual-Ascent Procedure for Large-Scale Uncapacitated Network Design," Operations Research, INFORMS, vol. 37(5), pages 716-740, October.
    9. Andrew P. Armacost & Cynthia Barnhart & Keith A. Ware, 2002. "Composite Variable Formulations for Express Shipment Service Network Design," Transportation Science, INFORMS, vol. 36(1), pages 1-20, February.
    10. Rosenwein, Moshe B. & Wong, Richard T., 1995. "A constrained Steiner tree problem," European Journal of Operational Research, Elsevier, vol. 81(2), pages 430-439, March.
    11. Thomas L. Magnanti & Prakash Mirchandani & Rita Vachani, 1995. "Modeling and Solving the Two-Facility Capacitated Network Loading Problem," Operations Research, INFORMS, vol. 43(1), pages 142-157, February.
    12. Anantaram Balakrishnan & Prakash Mirchandani & Harihara Prasad Natarajan, 2009. "Connectivity Upgrade Models for Survivable Network Design," Operations Research, INFORMS, vol. 57(1), pages 170-186, February.
    13. Costa, Alysson M. & Cordeau, Jean-François & Laporte, Gilbert, 2008. "Fast heuristics for the Steiner tree problem with revenues, budget and hop constraints," European Journal of Operational Research, Elsevier, vol. 190(1), pages 68-78, October.
    14. Atamturk, Alper & Nemhauser, George L. & Savelsbergh, Martin W. P., 2000. "Conflict graphs in solving integer programming problems," European Journal of Operational Research, Elsevier, vol. 121(1), pages 40-55, February.
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