• DocumentCode
    671425
  • Title

    WSN-ANN: Parallel and distributed neurocomputing with wireless sensor networks

  • Author

    Serpen, Gursel ; Jiakai Li ; Linqian Liu ; Zhenning Gao

  • Author_Institution
    Electr. Eng. & Comput. Sci. Dept., Univ. of Toledo, Toledo, OH, USA
  • fYear
    2013
  • fDate
    4-9 Aug. 2013
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    This paper proposes wireless sensor networks as a parallel and distributed computing platform for neurocomputing. The proposal entails leveraging the existing wireless sensor networks technology to serve as a hardware-software platform to implement and realize artificial neural network algorithms in fully parallel and distributed computation mode. The study describes the proposed parallel and distributed neurocomputing architecture, which is named as WSN-ANN, and its use as a hardware platform on a case study. A Hopfield neural network, which is configured to solve the minimum weakly connected dominating set problem, is embedded into a wireless sensor network. Simulation study results indicate that the proposed computing platform based on wireless sensor networks, WSN-ANN, is feasible and promising to serve as a parallel and distributed neurocomputer.
  • Keywords
    Hopfield neural nets; neural chips; parallel architectures; set theory; wireless sensor networks; Hopfield neural network; WSN-ANN; artificial neural network algorithms; distributed computing platform; distributed neurocomputer; distributed neurocomputing architecture; dominating set problem; hardware-software platform; parallel computing platform; parallel neurocomputer; parallel neurocomputing architecture; wireless sensor networks; Artificial neural networks; Biological neural networks; Computational modeling; Hardware; Hopfield neural networks; Neurons; Wireless sensor networks; Hopfield neural network; artificial neural network; graph optimization; parallel and distributed computer architecture; parallel and distributed processing; parallel hardware; wireless sensor network;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks (IJCNN), The 2013 International Joint Conference on
  • Conference_Location
    Dallas, TX
  • ISSN
    2161-4393
  • Print_ISBN
    978-1-4673-6128-6
  • Type

    conf

  • DOI
    10.1109/IJCNN.2013.6706764
  • Filename
    6706764