• DocumentCode
    2299833
  • Title

    Distributed Optimization based on Neurodynamics for Cognitive Wireless Clouds

  • Author

    Hasegawa, Mikio ; Tran, Ha Nguyen ; Miyamoto, Goh ; Murata, Yoshitoshi ; Kato, Shuzo

  • Author_Institution
    Tokyo Univ. of Sci., Tokyo
  • fYear
    2007
  • fDate
    3-7 Sept. 2007
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    We propose a neurodynamical approach to a large scale optimization problem in the cognitive wireless clouds, in which a huge number of mobile terminals with multiple different air interfaces autonomously utilize the most appropriate infrastructure wireless networks, by sensing available wireless networks, selecting the most appropriate one, and reconfiguring themselves with seamless handover to the target networks. In order to deal with such a cognitive radio network, the game theory has been applied in order to analyze stability of the dynamical systems consisting of the mobile terminals´ distributed behaviours, but it is not based on fundamental optimization property. As more natural optimization dynamical system model suitable for large-scale complex systems, we introduce the mutual connection neural network dynamics which converges to an optimal state with always decreasing property of its energy function. In this paper, we apply such a neurodynamics to optimization problem in radio access technology selection. We composed a neural network which solves the problems, and showed that it is possible to improve total average throughput only by distributed and autonomous neuron updates on the terminal side.
  • Keywords
    cognitive radio; game theory; neural nets; optimisation; cognitive radio network; cognitive wireless clouds; distributed optimization; game theory; mobile terminals; mutual connection neural network dynamics; neurodynamics; Clouds; Cognitive radio; Game theory; Large-scale systems; Neural networks; Neurodynamics; Stability analysis; Throughput; Wireless networks; Wireless sensor networks;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Personal, Indoor and Mobile Radio Communications, 2007. PIMRC 2007. IEEE 18th International Symposium on
  • Conference_Location
    Athens
  • Print_ISBN
    978-1-4244-1144-3
  • Electronic_ISBN
    978-1-4244-1144-3
  • Type

    conf

  • DOI
    10.1109/PIMRC.2007.4394658
  • Filename
    4394658