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Traffic Estimation and Capacity Assignment in Multimedia Distribution Networks with Guaranteed Quality of Service

Author

Listed:
  • Joakim Kalvenes

    (School of Management, University of Texas at Dallas, P.O. Box 830688, Richardson, Texas 75083)

  • Neil Keon

    (Edwin L. Cox School of Business, Southern Methodist University, P.O. Box 750333, Dallas, Texas 75275)

Abstract

This paper considers the provisioning of transmission line bandwidth on a private network with given traffic routing for the purpose of distribution of video-on-demand service with guaranteed end-to-end quality of service. We present an architecture for video-on-demand service delivery and model the assignment of bandwidth in the distribution network as a constrained, nonlinear optimization problem. To solve this optimization problem, we develop three new auction algorithm-based solution procedures. The optimization problem assumes that there is a functional relationship between the maximum acceptable end-to-end delay and the bandwidth requirement for the links in the distribution network. Absent reliable video traffic data models for MPEG-2 format, we sample a large number of DVD-recorded movies to form a basis for randomly generated aggregate traffic streams. The aggregate traffic streams are used in a simulation experiment to measure the maximum transmission buffer occupancy for each given traffic stream for different transmission rates. Based on this simulation experiment, we derive an empirical transmission line provisioning function that guarantees delivery of all video frames without frame loss within a maximum frame delay tolerance. To illustrate the effectiveness of the proposed solution procedure for the bandwidth assignment problem, we solve to near optimality 570 small problem instances under three demand structures and 100 large problem instances with uniformly distributed demand.

Suggested Citation

  • Joakim Kalvenes & Neil Keon, 2007. "Traffic Estimation and Capacity Assignment in Multimedia Distribution Networks with Guaranteed Quality of Service," Operations Research, INFORMS, vol. 55(3), pages 518-531, June.
    • Handle: RePEc:inm:oropre:v:55:y:2007:i:3:p:518-531
    DOI: 10.1287/opre.1060.0370
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    References listed on IDEAS

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    1. P. T. de Boer & D. P. Kroese & R. Y. Rubinstein, 2004. "A Fast Cross-Entropy Method for Estimating Buffer Overflows in Queueing Networks," Management Science, INFORMS, vol. 50(7), pages 883-895, July.
    2. Panagiotis Thomas & Demosthenis Teneketzis & Jeffrey K. Mackie-Mason, 2002. "A Market-Based Approach to Optimal Resource Allocation in Integrated-Services Connection-Oriented Networks," Operations Research, INFORMS, vol. 50(4), pages 603-616, August.
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    Cited by:

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    2. Yiting Xing & Ling Li & Zhuming Bi & Marzena Wilamowska‐Korsak & Li Zhang, 2013. "Operations Research (OR) in Service Industries: A Comprehensive Review," Systems Research and Behavioral Science, Wiley Blackwell, vol. 30(3), pages 300-353, May.

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