• DocumentCode
    3601388
  • Title

    Offloading in Mobile Cloudlet Systems with Intermittent Connectivity

  • Author

    Yang Zhang ; Niyato, Dusit ; Ping Wang

  • Author_Institution
    Sch. of Comput. Eng., Nanyang Technol. Univ., Singapore, Singapore
  • Volume
    14
  • Issue
    12
  • fYear
    2015
  • Firstpage
    2516
  • Lastpage
    2529
  • Abstract
    The emergence of mobile cloud computing enables mobile users to offload applications to nearby mobile resource-rich devices (i.e., cloudlets) to reduce energy consumption and improve performance. However, due to mobility and cloudlet capacity, the connections between a mobile user and mobile cloudlets can be intermittent. As a result, offloading actions taken by the mobile user may fail (e.g., the user moves out of communication range of cloudlets). In this paper, we develop an optimal offloading algorithm for the mobile user in such an intermittently connected cloudlet system, considering the users´ local load and availability of cloudlets. We examine users´ mobility patterns and cloudlets´ admission control, and derive the probability of successful offloading actions analytically. We formulate and solve a Markov decision process (MDP) model to obtain an optimal policy for the mobile user with the objective to minimize the computation and offloading costs. Furthermore, we prove that the optimal policy of the MDP has a threshold structure. Subsequently, we introduce a fast algorithm for energy-constrained users to make offloading decisions. The numerical results show that the analytical form of the successful offloading probability is a good estimation in various mobility cases. Furthermore, the proposed MDP offloading algorithm for mobile users outperforms conventional baseline schemes.
  • Keywords
    Markov processes; cloud computing; decision making; energy consumption; mobile computing; power aware computing; MDP offloading algorithm; Markov decision process model; baseline schemes; cloudlet admission control; energy consumption; energy-constrained users; intermittent connectivity; mobile cloud computing; mobile cloudlet systems; mobile resource-rich devices; mobile user; mobile users; offloading actions; offloading decisions; optimal offloading algorithm; user local load; Cloud computing; Computational modeling; Failure analysis; Heuristic algorithms; Mobile communication; Mobile handsets; Wireless communication; Markov decision process; Mobile cloud; mobility; offloading; offloading failure; threshold policy;
  • fLanguage
    English
  • Journal_Title
    Mobile Computing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1536-1233
  • Type

    jour

  • DOI
    10.1109/TMC.2015.2405539
  • Filename
    7045578