DocumentCode :
3373248
Title :
A time domain winner-take-all network of integrate-and-fire neurons
Author :
Abrahamsen, J.P. ; Häfliger, P. ; Lande, T.S.
Author_Institution :
Oslo Univ., Norway
Volume :
5
fYear :
2004
fDate :
23-26 May 2004
Abstract :
A time-domain winner-take-all circuit based on simple self-resetting integrate-and-fire neurons is presented in this paper. Integrate-and-fire (I&F) neurons can translate the intensity of a current input into a time domain signal: strong input current will lead to an early spike output and weak input to a late output. By making the self-reset line global for all neurons, only the first spiking neuron, which is the neuron with the strongest input, will ever spike, and thus, win over the others. This WTA circuits was conceived as part of an imager chip to process current input from a motion detection array, thus detecting the row and column of maximum change of illumination. The fact that this WTA processes analog input and produces spike output is most convenient for the address event interface (AER) and that conveys the WTA output off-chip. We verified the WTA functionality with experiments of an AMS 0.6 μm CMOS implementation. Some suggestions on how to achieve additional functions by simple extensions of the circuit are discussed.
Keywords :
CMOS image sensors; VLSI; array signal processing; neural nets; 0.6 micron; CMOS implementation; WTA circuits; address event interface; analog input; illumination change; imager chip; integrate-and-fire neurons; motion detection array; self-resetting; spike output; spiking neuron; time domain signal; winner-take-all network; Capacitance; Capacitors; Circuits; Lighting; Motion detection; Neurons; Parallel processing; Sensor arrays; Threshold voltage; Virtual manufacturing;
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.2004.1329537
Filename :
1329537
Link To Document :
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