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Decomposition algorithms for data placement problem based on Lagrangian relaxation and randomized rounding

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  • Maciej Drwal
  • Jerzy Jozefczyk

Abstract

The data placement problem arises in the design and operation of Content Delivery Networks—computer systems used to efficiently distribute Internet traffic to the users by replicating data objects (media files, applications, database queries, etc.) and caching them at multiple locations in the network. This allows not only to reduce the processing load on the server hardware, but also helps eliminating transmission network congestion. Currently all major Internet content providers entrust their offered services to such systems. In this paper we formulate the data placement problem as quadratic binary programming problem, taking into account server processing time, storage capacity and communication bandwidth. Two decomposition-based solution approaches are proposed: the Lagrangian relaxation and randomized rounding. Computational experiments are conducted in order to evaluate and compare the performance of presented algorithms. Copyright The Author(s) 2014

Suggested Citation

  • Maciej Drwal & Jerzy Jozefczyk, 2014. "Decomposition algorithms for data placement problem based on Lagrangian relaxation and randomized rounding," Annals of Operations Research, Springer, vol. 222(1), pages 261-277, November.
    • Handle: RePEc:spr:annopr:v:222:y:2014:i:1:p:261-277:10.1007/s10479-013-1330-7
    DOI: 10.1007/s10479-013-1330-7
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    References listed on IDEAS

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    2. Pirkul, Hasan, 1986. "An integer programming model for the allocation of databases in a distributed computer system," European Journal of Operational Research, Elsevier, vol. 26(3), pages 401-411, September.
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