Journal
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS
Volume 68, Issue 10, Pages 3209-3213Publisher
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TCSII.2021.3073838
Keywords
Neuron; low-energy; spike; first-order; membrane; frequency adaption
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Funding
- Ministry of Science and Technology, Taiwan [MOST 109-2218-E007-019, MOST 109-2262-8-007-022]
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This study introduces a conductance-based neuron capable of operating under ultra-low-voltage supplies, utilizing a positive feedback topology and a differential amplifier to achieve output spikes and frequency adaption. The designed neuron exhibits frequency adaption mechanism and intrinsic chattering in experiments, with regular and fast-firing behaviors achievable by adjusting control parameters.
This brief presents a conductance-based neuron that is capable of operating under ultra-low-voltage supplies. The proposed neuron employs a variable-gain low-pass filter to linearly integrate the input spikes onto the membrane capacitance. A positive feedback topology is used to generate output spikes and implement a frequency adaption mechanism. A differential amplifier is as well employed as a comparator to reset the membrane potential and set a threshold voltage to control the spike generator circuit. The mathematical analyses result in a first-order linear equation for membrane current of the neuron. The designed neuron was fabricated in TSMC 0.18 mu m CMOS technology with an area of 993 mu m(2) that consumes 135 fJ/spike under a 0.3-V supply voltage. The experimental results show frequency adaption mechanism and intrinsic chattering, while regular and fast-firing behaviors are achieved by adjusting control parameters.
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