• DocumentCode
    552492
  • Title

    Multiuser detection using simulated annealing Hopfield neural network for DS-UWB systems

  • Author

    Yao, Yung-cheng ; Cheng, Chia-Hsin ; Wen, Guo-jun ; Wen, Jyh-horng

  • Author_Institution
    Dept. of Electr. Eng., Nat. Chung Cheng Univ., Chiayi, Taiwan
  • Volume
    2
  • fYear
    2011
  • fDate
    10-13 July 2011
  • Firstpage
    763
  • Lastpage
    768
  • Abstract
    The authors introduced the simulated annealing Hopfield neural network and applied it to multiuser detection in direct sequence-ultra-wideband (DS-UWB) systems in this paper. The conventional HNN algorithm may converge easily to local minimum. In order to solve this problem, the authors proposed modified HNN based on simulated annealing (SA) method which can avoid local minimum problem. From simulation results, the HNN detector based on SA method provided an attractive performance. The HNN detector based on SA method could be implemented easily on hardware circuit in the multiuser DS-UWB systems.
  • Keywords
    Hopfield neural nets; simulated annealing; ultra wideband communication; DS-UWB systems; HNN algorithm; HNN detector; direct sequence-ultra-wideband systems; hardware circuit; multiuser detection; simulated annealing Hopfield neural network; Channel models; Cooling; Detectors; Hopfield neural networks; Machine learning; Multiuser detection; Simulated annealing; Hopfield; Neural network; SA;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics (ICMLC), 2011 International Conference on
  • Conference_Location
    Guilin
  • ISSN
    2160-133X
  • Print_ISBN
    978-1-4577-0305-8
  • Type

    conf

  • DOI
    10.1109/ICMLC.2011.6016758
  • Filename
    6016758