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Design and optimization of a new CMOS high-speed H–H neuron

  • Chunbing Guo
  • , Yicheng Xiao
  • , Mingchao Jian
  • , Jianlin Zhao
  • , Bo Sun*
  • *Corresponding author for this work
  • Guangdong University of Technology

Research output: Contribution to journal › Article › peer-review

Abstract

Balance among inter-spike interval (ISI), power consumption and biological reality is one of the major concerns of the Hodgkin-Huxley neuron circuit design trade-off. This paper proposed a CMOS high-speed H–H neuron circuit design. The three current channels in the theoretical H–H model were achieved by 180-nm CMOS circuits. For accurate measurement, input and output modules are integrated with the proposed neuron circuit. For validation of circuit design, the proposed neuron circuit is fabricated by the 180-nm 1P6M CMOS process. The active area of the fabricated H–H neuron circuit is about 0.018 mm2. With 1.8 V input, power consumption of the proposed H–H neuron is around 111.3 μW. Test results have a good agreement with simulation results. For optimization of the proposed neuron circuit, relationship between the on-chip capacitance and the ISI was analyzed via a simulation based orthogonal Design of Experiment (DoE). It has found that the ISI of the proposed neuron circuit decreases exponentially with value of two on-chip capacitor. Among two critical capacitors, the repolarization capacitor has a greater influence on the ISI than the membrane capacitor.

Original languageEnglish
Article number105774
JournalMicroelectronics
Volume136
DOIs
StatePublished - Jun 2023
Externally publishedYes

Keywords

  • Biomimetic neuromorphic circuit
  • CMOS
  • Hodgkin-Huxley neuron model
  • Membrane capacitor

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