Ultrathin electronic synapse having high temporal/spatial uniformity and an Al2O3/graphene quantum dots/Al2O3 sandwich structure for neuromorphic computing

  • Xu, Zhongwei
  • Li, Fushan
  • Wu, Chaoxing
  • Ma, Fumin
  • Zheng, Yueting
  • 외 5명
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초록

An electronic synapse (e-synapse) based on memristive switching is a promising electronic element that emulates a biological synapse to realize neuromorphic computing. However, the complex resistive switching process it relies on hampers the reproducibility of its performance. Thus, achievement of a reproducible electronic synapse with a high rate of finished products has become a significant challenge in the development of an artificial intelligent circuit. Here, we demonstrate an ultrathin e-synapse having high yield (>95%), minimal performance variation, and extremely low power consumption based on an Al2O3/graphene quantum dots/Al2O3 sandwich structure that was fabricated using atomic layer deposition. The e-synapse showed both high device-to-device and cycle-to-cycle reproducibility with high stability, endurance, and switching uniformity, because the essential synaptic behaviors could be observed. This implementation of an e-synapse with an Al2O3/graphene quantum dots/Al2O3 structure should intensify motivation for engineering e-synapses for neuromorphic computing.

키워드

PLASTICITYMEMORY
제목
Ultrathin electronic synapse having high temporal/spatial uniformity and an Al2O3/graphene quantum dots/Al2O3 sandwich structure for neuromorphic computing
저자
Xu, ZhongweiLi, FushanWu, ChaoxingMa, FuminZheng, YuetingYang, KaiyuChen, WeiHu, HailongGuo, TailiangKIM, TAE WHAN
DOI
10.1038/s41427-019-0118-x
발행일
2019-04
유형
Article
저널명
NPG Asia Materials
11
1
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