• DocumentCode
    3266738
  • Title

    A mobility prediction algorithm for the seamless handoff

  • Author

    Chuyen Luong ; Son Do ; Thang Hoang ; Deokjai Choi

  • Author_Institution
    Dept. of Electron. & Comput. Eng., Chonnam Nat. Univ., Gwangju, South Korea
  • fYear
    2013
  • fDate
    2-5 July 2013
  • Firstpage
    424
  • Lastpage
    429
  • Abstract
    In recent years, many applications based on movement prediction have appeared very strongly. One of those is in the smooth handover process and resource reservation to improve Quality of Service (QoS). For effective productivity of these processes, time factor is very important. It needs exact information such as when and how long the user will go to a next location. Active Lezi algorithm and order-2 Markov model algorithm were appreciated in accuracy implementation, but the time factors were not significantly considered. In this paper, we propose a novel location prediction method constructed from a list of time and location history. A tree based on Lezi family of data compression is constructed and then, combined with Hidden Markov Model (HMM) for movement prediction driven by a sequence of time series. From our experiment, we used a part of dataset come from Dartmouth including information of 281 users. We achieved an accuracy rate of 85.52% location prediction. Moreover, the length of tree and the lost information were both reduced significantly.
  • Keywords
    data compression; hidden Markov models; mobility management (mobile radio); quality of service; time series; HMM; QoS; active Lezi algorithm; data compression; hidden Markov model; location prediction method; mobility prediction algorithm; movement prediction; order-2 Markov model; quality of service; resource reservation; seamless handoff; smooth handover process; time factor; time series; Accuracy; Algorithm design and analysis; Hidden Markov models; History; Markov processes; Prediction algorithms; Time factors; Hidden Markov Model; Lezi78; handoff; movement prediction;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Ubiquitous and Future Networks (ICUFN), 2013 Fifth International Conference on
  • Conference_Location
    Da Nang
  • ISSN
    2165-8528
  • Type

    conf

  • DOI
    10.1109/ICUFN.2013.6614854
  • Filename
    6614854