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
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