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
fDate :
May 30 2010-June 2 2010
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;
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
DOI :
10.1109/ISCAS.2010.5537767