Advanced AI computing enabled by 2D material-based neuromorphic devices
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
Authors
- Sangmoon Han (ORCID: https://orcid.org/0000-0001-7924-2050)
- Sungchul Mun (ORCID: https://orcid.org/0000-0003-4596-9889)
- Minjae Son
- Min Seong Chae (ORCID: https://orcid.org/0009-0008-5198-8246)
- Shimeng Yu (ORCID: https://orcid.org/0000-0002-0068-3652)
- Jonghyeon Ko (ORCID: https://orcid.org/0000-0002-8322-8056)
- Siwoo Jeong (ORCID: https://orcid.org/0000-0001-7081-6900)
- Sang‐Hoon Bae (ORCID: https://orcid.org/0000-0002-1518-7635)
- Shuguang Xu (ORCID: https://orcid.org/0000-0002-7721-4678)
- Hyeonu Jeong
- Yuan Meng (ORCID: https://orcid.org/0000-0002-5409-5610)
- Ji‐Hoon Kang (ORCID: https://orcid.org/0000-0001-6805-9840)
- Zhihao Xu (ORCID: https://orcid.org/0000-0002-2325-8069)
- YunSeok Choi (ORCID: https://orcid.org/0000-0002-9971-1501)
Institutions
- Queensland University of Technology (AU)
- Inha University (KR)
- Washington University in St. Louis (US)
- Kyungil University (KR)
- Jeonju University (KR)
Publication Details
- Journal
- npj Unconventional Computing
- Published
- 2025-04-21
- DOI
- https://doi.org/10.1038/s44335-025-00023-7
- Citations
- 18
- Primary Topic
- Advanced Memory and Neural Computing
- Type
- article
- Field-Weighted Citation Impact
- 13.15
Funders
- National Science Foundation
- National Research Foundation
- Ministry of Trade, Industry and Energy
- Korea Institute for Advancement of Technology
- National Research Foundation of Korea
- Division of Materials Research