Salt-assisted vapor–liquid–solid growth of high-quality ultrathin nickel oxide flakes for artificial synapses in image recognition applications

Hui Zhang, Zongjie Shen, Alei Li, Lin Wang, Qinan Wang, Yunfei Li, Yunlei Zhong, Juntong Zhu, Yong Zhang, Mengjiao Han, Dan Tian, Chun Zhao*, Lixing Kang*, Qingwen Li*

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

Transition metal oxides have attracted intense interest owing to their abundant physical and chemical properties. The controlled preparation of large-area, high-quality two-dimensional crystals is essential for revealing their inherent properties and realizing high-performance devices. However, fabricating two-dimensional (2D) transition metal oxides using a general approach still presents substantial challenges. Herein, we successfully achieve highly crystalline nickel oxide (NiO) flakes with a thickness as thin as 3.3 nm through the salt-assisted vapor-liquid-solid (VLS) growth method, which demonstrated exceptional stability under ambient conditions. To explore the great potential of the NiO crystal in this work, an artificial synapse based on the NiO-flake resistive switching (RS) layer is investigated. Short-term and long-term synaptic behaviors are obtained with external stimuli. The artificial synaptic performance provides the foundation of the neuromorphic application, including handwriting number recognition based on artificial neuron network (ANN) and the virtually unsupervised learning capability based on generative adversarial network (GAN). This pioneering work not only paves new paths for the synthesis of 2D oxides in the future but also demonstrates the substantial potential of oxides in the field of neuromorphic computing.[Figure not available: see fulltext.].

Original languageEnglish
Pages (from-to)4622-4630
Number of pages9
JournalNano Research
Volume17
Issue number5
DOIs
Publication statusAccepted/In press - 2023

Keywords

  • generative adversarial network (GAN)
  • memristor
  • nickel oxide (NiO) flakes
  • synapse
  • vapor–liquid–solid (VLS) growth

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