A Nanoscale Bistable Resistor for an Oscillatory Neural Network

  • Yun, Seong-Yun
  • Han, Joon-Kyu
  • Choi, Yang-Kyu
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초록

Coupled oscillators construct an oscillatory neural network (ONN) by mimicking the interactions among neurons in the human brain. This work demonstrates a fully CMOS-based oscillator consisting of a bistable resistor (biristor), which shares a structure identical with that of a metal-oxide-semiconductor field-effect transistor, except for the use of a gate electrode. The biristor-based oscillator (birillator) generates oscillating voltage signals in the form of spikes due to a single transistor latch phenomenon. When two birillators are connected with a coupling capacitor, they become synchronized with a phase difference of 180 degrees. These coupled oscillation characteristics are experimentally investigated for an ONN. As practical applications of the ONN with coupled birillators, edge detection and vertex coloring are conducted by encoding information into phase differences between them. The proposed fully CMOS-based birillators are advantageous for low power consumption, high CMOS compatibility, and a compact footprint area.

키워드

biristorcoupled birillatorsoscillatoryneural network (ONN)edge detectionvertex coloringSYNCHRONIZATIONBIRISTOR
제목
A Nanoscale Bistable Resistor for an Oscillatory Neural Network
저자
Yun, Seong-YunHan, Joon-KyuChoi, Yang-Kyu
DOI
10.1021/acs.nanolett.3c04539
발행일
2024-01
유형
Article
저널명
Nano Letters
24
9
페이지
2751 ~ 2757