• DocumentCode
    2123226
  • Title

    A selfconfigurable digital neuro chip addressing to multi-network architecture

  • Author

    Maruyama, M. ; Nakahira, H. ; Fukuda, M. ; Sakiyama, S. ; Kouda, T. ; Imagawa, T. ; Maruno, S.

  • Author_Institution
    Matsushita Electr. Ind. Co. Ltd., Osaka, Japan
  • fYear
    1996
  • fDate
    13-15 June 1996
  • Firstpage
    38
  • Lastpage
    39
  • Abstract
    Discusses a self-configurable digital neuro chip which addresses a multi-network architecture designed for a large number of characters or image recognition system. Recently neuro chips which operate at high speed have been developed by using technologies of multiprocessor. However those neurochips are very expensive because of needs of large memory for synaptic weights and are not suitable for recognition with a large number of categories. In order to obtain better recognition performance with less memory we had to determine optimum network size and some parameters by trial and error. Thus we have proposed an original proliferating neuron model and a multi neural network (NN) model, originated two new schemes, DSP architecture suitable for a proliferating neuron and method of addressing to multi-network and fabricated in 0.5 /spl mu/m CMOS process. As a result. amount of total memory was dramatically reduced to 9%. This chip can classify up to 16,384 categories with performance of 1.75 msec/character on a single chip and can make the recognition system more compact and of lower cost.
  • Keywords
    CMOS digital integrated circuits; digital signal processing chips; image classification; image recognition; neural chips; 0.5 micron; CMOS process; DSP architecture; image recognition system; multi-network architecture; optimum network size; proliferating neuron model; recognition system; selfconfigurable digital neuro chip; CMOS process; Character recognition; Costs; Digital signal processing chips; Image recognition; Neural networks; Neurons; Semiconductor device modeling;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    VLSI Circuits, 1996. Digest of Technical Papers., 1996 Symposium on
  • Conference_Location
    Honolulu, HI, USA
  • Print_ISBN
    0-7803-3339-X
  • Type

    conf

  • DOI
    10.1109/VLSIC.1996.507707
  • Filename
    507707