• DocumentCode
    3248110
  • Title

    An infinite server system with general packing constraints: Asymptotic optimality of a greedy randomized algorithm

  • Author

    Stolyar, Alexander L. ; Yuan Zhong

  • Author_Institution
    Bell Labs., Alcatel-Lucent, Murray Hill, NJ, USA
  • fYear
    2013
  • fDate
    2-4 Oct. 2013
  • Firstpage
    575
  • Lastpage
    582
  • Abstract
    Motivated primarily by the problem of efficient assignment of virtual machines to physical host machines in a network cloud, we consider an infinite-server system with several types of arriving customers. Multiple customers can be placed into one server for service, subject to general “packing” constraints. Service times of different customers are independent, even if served simultaneously by the same server. Customers are placed for service immediately upon arrival, and leave the system after service completion. A key system objective is to minimize the total number of occupied servers. We propose Greedy-Random (GRAND), an extremely simple customer placement algorithm, which is also easy to implement. We show that a version of GRAND is essentially asymptotically optimal, as the customer arrival rates grow to infinity. We also study several versions of the GRAND algorithms by simulations.
  • Keywords
    cloud computing; greedy algorithms; virtual machines; GRAND algorithms; asymptotic optimality; customer arrival rates; customer placement algorithm; general packing constraints; greedy randomized algorithm; host machines; infinite server system; multiple customers; network cloud; service completion; virtual machines; Convergence; Greedy algorithms; Random variables; Servers; Steady-state; Vectors; Virtual machining;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communication, Control, and Computing (Allerton), 2013 51st Annual Allerton Conference on
  • Conference_Location
    Monticello, IL
  • Print_ISBN
    978-1-4799-3409-6
  • Type

    conf

  • DOI
    10.1109/Allerton.2013.6736576
  • Filename
    6736576