• DocumentCode
    3386542
  • Title

    Poisson distributed noise generation for spiking neural applications

  • Author

    Cameron, Katherine ; Clayton, Thomas ; Rae, Bruce ; Murray, Alan ; Henderson, Robert ; Charbon, Edoardo

  • Author_Institution
    Inst. of Integrated Micro & Nano Syst., Univ. of Edinburgh, Edinburgh, UK
  • fYear
    2010
  • fDate
    May 30 2010-June 2 2010
  • Firstpage
    365
  • Lastpage
    368
  • Abstract
    Poisson distributed spike trains are often used as the input to VLSI implementations of spiking neural networks. However, it can be difficult to generate large truly random spike distributions which can be easily applied as input to a chip. This work presents results recorded from an avalanche photo diode which demonstrates that it can be used to create a Poisson distributed spike train and describes the circuitry which will allow it to interface with other neuromorphic chips using the Address Event Representation protocol. The chip is currently being fabricated using the AMS 0.35μm HV process.
  • Keywords
    Poisson distribution; VLSI; analogue integrated circuits; avalanche photodiodes; integrated circuit noise; neural nets; noise generators; Poisson distributed noise generation; VLSI implementations; address event representation protocol; avalanche photodiode; neuromorphic chips; spike trains; spiking neural applications; Circuits; Diodes; Hazards; Intersymbol interference; Neural networks; Neuromorphics; Neurons; Noise generators; Stochastic resonance; Very large scale integration;
  • 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.2010.5537767
  • Filename
    5537767