• DocumentCode
    3380084
  • Title

    Can spike timing dependent plasticity compensate for process mismatch in neuromorphic analogue VLSI?

  • Author

    Cameron, Katherine ; Murray, Alan

  • Author_Institution
    Sch. of Eng. & Electron., Edinburgh Univ., UK
  • Volume
    5
  • fYear
    2004
  • fDate
    23-26 May 2004
  • Abstract
    Analogue VLSI can be used to implement spike timing dependent neuromorphic training algorithms. This work presents a circuitry that uses spike timing to "adapt out" the effects of device mismatch in such circuits. Simulation results for the circuit implemented in 0.35 μm CMOS process are reported.
  • Keywords
    Monte Carlo methods; VLSI; analogue integrated circuits; neural chips; neurophysiology; plasticity; timing circuits; 0.35 micron; CMOS process; device mismatch; neuromorphic analogue VLSI; process mismatch; spike timing dependent neuromorphic training; spike timing dependent plasticity; CMOS process; Circuit simulation; Delay; Fabrication; Fires; Geometry; Neuromorphics; Neurons; Timing; Very large scale integration;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 2004. ISCAS '04. Proceedings of the 2004 International Symposium on
  • Print_ISBN
    0-7803-8251-X
  • Type

    conf

  • DOI
    10.1109/ISCAS.2004.1329916
  • Filename
    1329916