• DocumentCode
    1586545
  • Title

    A self-organizing map with resistive fuse

  • Author

    Katayama, Kousulce ; Kawahara, Singo ; Saito, Toshimichi

  • Author_Institution
    Dept. of Electr. & Electron. Eng., Hosei Univ., Koganei, Japan
  • Volume
    3
  • fYear
    1998
  • Firstpage
    99
  • Abstract
    This paper proposes a novel SOM algorithm that includes resistive fuse characteristic in order to suppress update of synaptic weights by obstructive inputs. Applying the algorithm to some clustering problems, we have confirmed that the novel algorithm exhibits much better performance than conventional ones. An analog implementation example is also proposed
  • Keywords
    analogue processing circuits; neural chips; self-organising feature maps; SOM algorithm; analog implementation; clustering problems; obstructive inputs; resistive fuse; self-organizing map; synaptic weights; Approximation algorithms; Capacitors; Circuits; Clustering algorithms; Difference equations; Fuses; Neurons; Resistors; Switches; Voltage;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 1998. ISCAS '98. Proceedings of the 1998 IEEE International Symposium on
  • Conference_Location
    Monterey, CA
  • Print_ISBN
    0-7803-4455-3
  • Type

    conf

  • DOI
    10.1109/ISCAS.1998.703914
  • Filename
    703914
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=1586545