• DocumentCode
    2436199
  • Title

    Implementing backpropagation with analog hardware

  • Author

    Withagen, Heini

  • Author_Institution
    Dept. of Electr. Eng., Eindhoven Univ. of Technol., Netherlands
  • Volume
    4
  • fYear
    1994
  • fDate
    27 Jun-2 Jul 1994
  • Firstpage
    2015
  • Abstract
    The main problem when implementing backpropagation with analog hardware is the offset present in multipliers in the backward path of multilayer neural networks. Here this problem is further investigated and a solution is presented at the cost of the speed of the backpropagation algorithm
  • Keywords
    analogue integrated circuits; analogue multipliers; backpropagation; multilayer perceptrons; neural chips; analog hardware; backpropagation; backward path; multilayer neural networks; multipliers; Adders; Analog circuits; Backpropagation algorithms; Costs; Error correction; Multi-layer neural network; Neural network hardware; Neural networks; Neurons; Pulse width modulation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 1994. IEEE World Congress on Computational Intelligence., 1994 IEEE International Conference on
  • Conference_Location
    Orlando, FL
  • Print_ISBN
    0-7803-1901-X
  • Type

    conf

  • DOI
    10.1109/ICNN.1994.374522
  • Filename
    374522