Experimental Robust Spontaneous Synchronizations in Coupled NbOx Oscillation Neurons for Unconventional Computing

  • Kim, Hyun Wook; 
  • Kang, Seung-Youl; 
  • Moon, Jaehyun; 
  • Kim, Nayeon; 
  • Hong, Eunryeong; 
  • ... Woo, Jiyong; 
  • 외 2명
Citations

WEB OF SCIENCE

10
Citations

SCOPUS

11

초록

In this brief, we demonstrate experimentally achieved oscillation dynamics in coupled NbOx thresholds witch (TS)-based oscillation neurons (ONs). We first show the challenges in observing oscillation caused by devicevariability, which is further validated through HSPICE simulations. To obtain robust oscillation response, a reliable TS developed via atomic layer deposition for conformal NbOx is introduced. By developing coupled NbO(x )ONs using acoupling resistor (RC), the out-of-phase synchronizationis demonstrated owing to the weak connection. Moreover,we achieve a transition to in-phase synchronization as the coupling strength increases, showing an inverse relation-ship with the magnitude of R-C. Based on these results,oscillatory neural networks, where multiple NbO(x )ONs arefully connected, are examined to execute pattern recognition via MATALB simulations

키워드

Image processing; oscillatory neural network (ONN); NbOx; threshold switching; RECOGNITION; MEMORY
제목
Experimental Robust Spontaneous Synchronizations in Coupled NbOx Oscillation Neurons for Unconventional Computing
저자
Kim, Hyun Wook; Kang, Seung-Youl; Moon, Jaehyun; Kim, Nayeon; Hong, Eunryeong; Jeon, Seyeong; Jeon, Seonuk; Woo, Jiyong
DOI
10.1109/TED.2023.3321018
발행일
2023-12
유형
Article
저널명
IEEE Transactions on Electron Devices
권
70
호
12
페이지
6699 ~ 6702