• DocumentCode
    2744736
  • Title

    Analog current-mode design for soft-max computation

  • Author

    Piombo, D. ; Zunino, Rodolfo

  • Author_Institution
    Dept. of Biophys. & Electron. Eng., Genoa Univ., Italy
  • Volume
    1
  • fYear
    2005
  • fDate
    31 July-4 Aug. 2005
  • Firstpage
    669
  • Abstract
    A modular design methodology supports CMOS circuits for the analog implementation of the soft-max function. An optimization-based strategy allows the designer to fit VLSI-technology requirements to soft max mapping accuracy. Specific circuit solutions to both the approximation of the exp() function and the normalizing ratio enhance overall effectiveness by: 1) reducing VLSI complexity, 2) exploiting inherent parallelism, and 3) limiting power consumption. Simulation results confirm the consistency of the hardware realization with theoretical predictions.
  • Keywords
    CMOS analogue integrated circuits; VLSI; integrated circuit design; neural nets; CMOS circuits; VLSI-technology; analog current-mode design; soft-max computation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 2005. IJCNN '05. Proceedings. 2005 IEEE International Joint Conference on
  • Print_ISBN
    0-7803-9048-2
  • Type

    conf

  • DOI
    10.1109/IJCNN.2005.1555911
  • Filename
    1555911