• DocumentCode
    3372083
  • Title

    Synthesis of log-domain integrators for silicon synapses with global parametric control

  • Author

    Mitra, Srinjoy ; Indiveri, Giacomo ; Etienne-Cummings, Ralph

  • Author_Institution
    ECE Dept., Johns Hopkins Univ., Baltimore, MD, USA
  • fYear
    2010
  • fDate
    May 30 2010-June 2 2010
  • Firstpage
    97
  • Lastpage
    100
  • Abstract
    We present a series of circuits for implementing silicon synapses with biologically plausible temporal dynamics and independent global control over gain and time-constant. These types of circuits are useful for implementing synaptic dynamics in neuromorphic networks of spiking neurons, and adaptive or homeostatic mechanisms for controlling the synaptic weights. We demonstrate very compact circuit solutions, with as few as six transistors, that can be used as synaptic elements which behave like linear-integrators. The integrators are designed with translinear loops and provide an intuitive and flexible synthesis methodology.
  • Keywords
    neural nets; global parametric control; independent global control; linear-integrators; log-domain integrators; neuromorphic networks; silicon synapses; spiking neurons; synaptic dynamics; synaptic elements; temporal dynamics; translinear loops; Biological control systems; Biological information theory; Biological system modeling; Circuits; Control systems; Neurons; Silicon; Very large scale integration; Voltage; Weight control;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems (ISCAS), Proceedings of 2010 IEEE International Symposium on
  • Conference_Location
    Paris
  • Print_ISBN
    978-1-4244-5308-5
  • Electronic_ISBN
    978-1-4244-5309-2
  • Type

    conf

  • DOI
    10.1109/ISCAS.2010.5537019
  • Filename
    5537019