Real-time reconfigurable subthreshold CMOS perceptron.

Neural Networks, IEEE Transactions(2008)

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摘要
In this paper, a new, real-time reconfigurable perceptron circuit element is presented. A six-transistor version used as a threshold gate, having a fan-in of three, producing adequate outputs for threshold of T =1, 2 and 3 is demonstrated by chip measurements. Subthreshold operation for supply voltages in the range of 100-350 mV is shown. The circuit performs competitively with a standard static complimentary metal-oxide-semiconductor (CMOS) implementation when maximum speed and energy delay product are taken into account, when used in a ring oscillator. Functionality per transistor is, to our knowledge, the highest reported for a variety of comparable circuits not based on floating gate techniques. Statistical simulations predict probabilities for making working circuits under mismatch and process variations. The simulations, in 120-nm CMOS, also support discussions regarding lower limits to supply voltage and redundancy. A brief discussion on how the circuit may be exploited as a basic building block for future defect tolerant mixed signal circuits, as well as neural networks, exploiting redundancy, is included.
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关键词
CMOS analogue integrated circuits,logic circuits,perceptrons,defect tolerance,floating gate techniques,perceptron circuit element,real time reconfigurable subthreshold CMOS perceptron,ring oscillator,static complimentary metal-oxide-semiconductor,threshold gate,Complimentary metal–oxide–semiconductor (CMOS),defect tolerant,nanoscale,perceptron,subthreshold,threshold element
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