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A Review on Multi-Level Asymmetric Design for 2D Neuromorphic Devices

  • Yilin Sun*
  • , Yuandong Gao
  • , Zimu Wang
  • , Zerui Cai
  • , Zhifang Liu*
  • , Jianlong Xu*
  • *Corresponding author for this work
  • Sun Yat-Sen University
  • University of Electronic Science and Technology of China
  • Soochow University

Research output: Contribution to journalReview articlepeer-review

Abstract

This review highlights the pivotal role of asymmetry as a core design strategy for realizing key neuromorphic functionalities by breaking symmetry across scales to induce unique physical phenomena. It systematically synthesizes asymmetric engineering at materials, structures, and device levels, with a focus on 2D materials to elaborate how their multi-level asymmetry enables tunable synaptic plasticity emulation. It addresses existing research gaps, discusses current challenges, and provides a forward-looking perspective to establish a coherent design framework for next-generation 2D material-based neuromorphic hardware.

Original languageEnglish
Article number354
JournalNano-Micro Letters
Volume18
Issue number1
DOIs
StatePublished - Dec 2026

Keywords

  • Anisotropic crystal structure
  • Asymmetric design
  • Band alignment engineering
  • Contact engineering
  • Neuromorphic devices

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