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<p>Neuromorphic systems are emerging as a promising alternative to revolutionize silicon-based computing devices. Two-dimensional materials are considered promising candidates for active materials due to their unique advantages. This review provides a comprehensive overview of neuromorphic computing based on 2D materials, encompassing the development from the synaptic devices based on 2D materials to the neuromorphic system demonstration. Besides, we further outline various applications of neuromorphic computing in the emerging applications of neuromorphic computing</p>

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Advanced AI computing enabled by 2D material-based neuromorphic devices

  • 期刊论文

  • 出版模式：

    开放获取

  • 发表日期：

    2025年4月21日

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  • Yunseok Choi,
  • Siwoo Jeong,
  • Hyeonu Jeong,
  • Sangmoon Han,
  • Jonghyeon Ko,
  • Si Eun Yu,
  • Zhihao Xu,
  • Min Seong Chae,
  • Minjae Son,
  • Yuan Meng,
  • Shijue Xu,
  • Ji-Hoon Kang,
  • Sungchul Mun,
  • Sang‑Hoon Bae

摘要

Neuromorphic systems are emerging as a promising alternative to revolutionize silicon-based computing devices. Two-dimensional materials are considered promising candidates for active materials due to their unique advantages. This review provides a comprehensive overview of neuromorphic computing based on 2D materials, encompassing the development from the synaptic devices based on 2D materials to the neuromorphic system demonstration. Besides, we further outline various applications of neuromorphic computing in the emerging applications of neuromorphic computing