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A robust neuromorphic vision sensor with optical control of ferroelectric switching

  • Jianyu Du
  • , Donggang Xie
  • , Qinghua Zhang
  • , Hai Zhong
  • , Fanqi Meng
  • , Xingke Fu
  • , Qinchao Sun
  • , Hao Ni
  • , Tao Li
  • , Er jia Guo
  • , Haizhong Guo
  • , Meng He
  • , Can Wang
  • , Lin Gu
  • , Xiulai Xu
  • , Guangyu Zhang
  • , Guozhen Yang
  • , Kuijuan Jin
  • , Chen Ge
  • CAS - Institute of Physics
  • University of Chinese Academy of Sciences
  • China University of Petroleum (East China)
  • Zhengzhou University
  • Songshan Lake Materials Laboratory

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

161 Scopus citations

Abstract

The rapid development of the artificial intelligence field has increased the demand for retina-inspired neuromorphic vision sensors with integrated sensing, memory, and processing functions. Here, we present a neuromorphic vision sensor with an optoelectronic transistor structure consisting of monolayer molybdenum disulfide and barium titanate ferroelectric film. Beyond conventional electrical tuning of ferroelectric polarization, the optoelectronic transistor can exhibit a light-dosage tunable synaptic behavior with a high switching ratio and good non-volatility, enabled by photo-induced ferroelectric polarization reversal. The wavelength-dependent optical sensing and multi-level optical memory properties are utilized to achieve the in-sensor neuromorphic visual pre-processing. A simulated artificial neural network built from the proposed vision sensors with neuromorphic pre-processing function demonstrated that the image recognition rate for the Modified National Institute of Standards and Technology (MNIST) handwritten dataset could be significantly improved by reducing redundant data.

Original languageEnglish
Article number106439
JournalNano Energy
Volume89
DOIs
StatePublished - Nov 2021

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 7 - Affordable and Clean Energy
    SDG 7 Affordable and Clean Energy

Keywords

  • 2D/ferroelectric heterostructure
  • Ferroelectric switching
  • Interface
  • Neuromorphic vision sensor
  • Optoelectronic synapse

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