• DocumentCode
    3203054
  • Title

    Parallel coprocessor for Kohonen´s self-organizing neural network

  • Author

    Saarinen, Jukka ; Lindroos, Martti ; Tomberg, Jouni ; Kaski, Kimmo

  • Author_Institution
    Microelectron. Lab., Tampere Univ. of Technol., Finland
  • fYear
    1992
  • fDate
    23-26 Mar 1992
  • Firstpage
    537
  • Lastpage
    542
  • Abstract
    A new efficient integrated circuit implementation of the Self-Organising Feature Map algorithm is described. The fully digital hardware is designed for high speed parallel processing and modular expandability. The hardware implementation acts as a neural coprocessor which uses synchronous, bit-serial arithmetic. It includes functional units which perform the Euclidean distance computation, the minimum distance search, the memory controlling, and the updating function. The on-chip learning facilitates fully autonomous operation
  • Keywords
    VLSI; digital integrated circuits; logic arrays; neural chips; parallel architectures; satellite computers; self-organising feature maps; Euclidean distance computation; Xilinx Programmable Gate Array chips; bit-serial arithmetic; digital hardware; integrated circuit; memory controlling; minimum distance search; modular expandability; neural coprocessor; on-chip learning; parallel coprocessors; parallel processing; self-organizing neural network; updating function; Computer architecture; Concurrent computing; Coprocessors; Hardware; Integrated circuit technology; Microelectronics; Network topology; Neural networks; Neurons; Programmable logic arrays;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Parallel Processing Symposium, 1992. Proceedings., Sixth International
  • Conference_Location
    Beverly Hills, CA
  • Print_ISBN
    0-8186-2672-0
  • Type

    conf

  • DOI
    10.1109/IPPS.1992.222971
  • Filename
    222971