• DocumentCode
    1624460
  • Title

    Efficient resource allocation in cloud data centers through genetic algorithm

  • Author

    Arianyan, E. ; Maleki, D. ; Yari, Alireza ; Arianyan, I.

  • Author_Institution
    Educ. & Res. Inst. for ICT, Tehran, Iran
  • fYear
    2012
  • Firstpage
    566
  • Lastpage
    570
  • Abstract
    Efficient resource scheduling and managing available resources is a great concern in modern data centers. Cloud computing which is based on virtualization automates the process of distributing available resources among virtual machines. This paper proposes an enhanced version of resource allocation algorithm based on genetic algorithm. In other words, the decision accuracy in the process of virtual machine allocation to proper physical machines is enhanced. Usually, CPU and RAM of physical machines are considered in decision algorithms. However, this paper shows that to have a balanced cloud, it is necessary to consider more parameters in resource allocation algorithm. Moreover, the importance of considering weights for the parameters in decision algorithm is presented. It is shown that some parameters are more important than the others and should have higher impact in fitness function of genetic algorithm.
  • Keywords
    cloud computing; computer centres; decision making; genetic algorithms; random-access storage; resource allocation; scheduling; virtual machines; CPU; RAM; automated virtualization process; balanced cloud; cloud computing; cloud data centers; decision accuracy; decision algorithm; decision algorithms; fitness function; genetic algorithm-based resource allocation algorithm; physical machines; resource distribution; resource management; resource scheduling; virtual machine allocation; Cloud computing; Decision making; Equations; Genetic algorithms; Quality of service; Random access memory; Resource management; Cloud computing; Genetic algorithm; Physical machine; Resource allocation; Virtual machine;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Telecommunications (IST), 2012 Sixth International Symposium on
  • Conference_Location
    Tehran
  • Print_ISBN
    978-1-4673-2072-6
  • Type

    conf

  • DOI
    10.1109/ISTEL.2012.6483053
  • Filename
    6483053