• DocumentCode
    2526762
  • Title

    Flash-based programmable nonlinear capacitor for switched-capacitor implementations of neural networks

  • Author

    Kramer, A. ; Sabatini, M. ; Canegallo, R. ; Chinosi, M. ; Rolandi, P.L. ; Zabberoni, P.

  • Author_Institution
    Neural Network Design Group, SGS-Thomson Microelectron., Agrate Brianza, Italy
  • fYear
    1994
  • fDate
    11-14 Dec. 1994
  • Firstpage
    449
  • Lastpage
    452
  • Abstract
    The use of flash devices for both analog storage and analog computation can result in highly efficient switched-capacitor implementations of neural networks. The standard flash device suffers from severe limitations in this application due to relatively large parasitic overlap capacitances. This paper introduces the computational concept, circuit and architecture we are exploring as well as a novel flash-based programmable nonlinear capacitor with much improved charge domain characteristics for our application. These devices are demonstrated in a novel circuit consisting of only two devices and capable of computing a 5-bit absolute-value-of-difference at an energy consumption of less than 1 pJ.<>
  • Keywords
    EPROM; MOS capacitors; analogue computer circuits; analogue processing circuits; analogue storage; neural chips; neural net architecture; switched capacitor networks; CAPFLASH; SC implementation; analog computation; analog storage; charge domain characteristics; flash-based capacitor; neural networks; programmable nonlinear capacitor; switched-capacitor implementations; Analog computers; Capacitors; Circuits; Computer architecture; Computer networks; Concurrent computing; Energy consumption; Large-scale systems; Neural networks; Parasitic capacitance;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electron Devices Meeting, 1994. IEDM '94. Technical Digest., International
  • Conference_Location
    San Francisco, CA, USA
  • ISSN
    0163-1918
  • Print_ISBN
    0-7803-2111-1
  • Type

    conf

  • DOI
    10.1109/IEDM.1994.383371
  • Filename
    383371