• DocumentCode
    3434593
  • Title

    A Resource Allocation Algorithm of Multi-cloud Resources Based on Markov Decision Process

  • Author

    Oddi, G. ; Panfili, M. ; Pietrabissa, A. ; Zuccaro, Letterio ; Suraci, Vincenzo

  • Author_Institution
    Dept. of Comput., Control, & Manage. Eng. (DIAG), Univ. of Rome "Sapienza", Rome, Italy
  • Volume
    1
  • fYear
    2013
  • fDate
    2-5 Dec. 2013
  • Firstpage
    130
  • Lastpage
    135
  • Abstract
    Cloud technologies can nowadays be considered as commodities. The possibility of getting access to storage, computing and networking virtual resources empowers any business that needs dynamic IT capabilities. The Cloud Management Broker (CMB) plays a crucial role to handle heterogeneous virtualized cloud resources in order to offer a unique set of interfaces to the cloud users. Moreover, the CMB is in charge of optimizing the usage of the cloud resources, satisfying the requirements declared by the users. This paper proposes a novel multi-cloud resource allocation algorithm, based on a Markov Decision Process (MDP), capable of dynamically assigning the resources requests to a set of IT resources (storage or computing resources), with the aim of maximizing the expected CMB revenue. Simulation results show the feasibility and the higher performances obtained by the proposed algorithm, compared to a greedy approach.
  • Keywords
    Markov processes; cloud computing; decision theory; resource allocation; virtual storage; CMB; IT resources; MDP; Markov decision process; cloud management broker; cloud resource usage; cloud technologies; cloud users; commodities; computing resources; dynamic IT capabilities; heterogeneous virtualized cloud resources; multicloud resource allocation algorithm; multicloud resources; networking virtual resources; resources requests; storage access; storage resources; Cloud computing; Computer architecture; Heuristic algorithms; Markov processes; Optimization; Resource management; Cloud computing; Markov Decision Process; cloud broker; multi-cloud; resource allocation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Cloud Computing Technology and Science (CloudCom), 2013 IEEE 5th International Conference on
  • Conference_Location
    Bristol
  • Type

    conf

  • DOI
    10.1109/CloudCom.2013.24
  • Filename
    6753787