• DocumentCode
    160409
  • Title

    Research on vertical handover in LTE two-tier Macrocell/Femtocell Systems based on fuzzy neural network

  • Author

    Yang Jiao ; Lin Ma ; Yubin Xu

  • Author_Institution
    Commun. Res. Center, Harbin Inst. of Technol., Harbin, China
  • fYear
    2014
  • fDate
    11-13 July 2014
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    This paper proposed a smart handover algorithm based on fuzzy neural network. In LTE Two-tier Macrocell/Femtocell Systems, the fuzzy neural network is used to select the appropriate network which to access to taking several factors into consideration. As radius of Femtocell coverage is small, it is essential to introduce UE speed pre-judgement module in order to reduce unnecessary handovers. In the offline phase, information of UE speed, Femtocell and Macrocell RSS(Received Signal Strength), network load are collected to establish an initial database. Fuzzy neural network is trained by means of BP algorithm with training data which has been pre-processed. After establishing fuzzy neural network, information of UE speed, Femtocell and Macrocell RSS, network load is mapped with network accessing decipline. In the online phase, collecting user real-time measurement of the three-dimensional information above as the fuzzy neural network input, result of handover decision will be given through fuzzy neural system. Experimental results indicate that this algorithm can achieve a lower Ping-pong handover rate than other handover algorithms, such as RSS based algorithm and Femtocell first algorithm.
  • Keywords
    Long Term Evolution; femtocellular radio; fuzzy neural nets; mobility management (mobile radio); BP algorithm; LTE two-tier macrocell-femtocell systems; RSS based algorithm; UE speed prejudgement module; fuzzy neural network; ping-pong handover rate; received signal strength; smart handover algorithm; three-dimensional information; training data; user real-time measurement; vertical handover; Algorithm design and analysis; Fuzzy neural networks; Handover; Long Term Evolution; Macrocell networks; Training; Access control; Femtocell; Fuzzy neural network; Heterogeneous network;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computing, Communication and Networking Technologies (ICCCNT), 2014 International Conference on
  • Conference_Location
    Hefei
  • Print_ISBN
    978-1-4799-2695-4
  • Type

    conf

  • DOI
    10.1109/ICCCNT.2014.6963064
  • Filename
    6963064