基于碳纳米管源门控晶体管的高性能三元逻辑电路和神经网络

IF 12.5 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Xuehao Zhu, Meiqi Xi, Jianyu Wang, Panpan Zhang, Yi Li, Xiao Luo, Lan Bai, Xingxing Chen, Lian-mao Peng, Yu Cao, Qiliang Li, Xuelei Liang
{"title":"基于碳纳米管源门控晶体管的高性能三元逻辑电路和神经网络","authors":"Xuehao Zhu, Meiqi Xi, Jianyu Wang, Panpan Zhang, Yi Li, Xiao Luo, Lan Bai, Xingxing Chen, Lian-mao Peng, Yu Cao, Qiliang Li, Xuelei Liang","doi":"10.1126/sciadv.adt1909","DOIUrl":null,"url":null,"abstract":"Multi-valued logics (MVLs) offer higher information density, reduced circuit and interconnect complexity, lower power dissipation, and faster speed over conventional binary logic system. Recent advancement in MVL research, particularly with emerging low-dimensional materials, suggests that breakthroughs may be imminent if multistates transistors can be fabricated controllably for large-scale integration. Here, a concept of source-gating transistors (SGTs) is developed and realized using carbon nanotubes (CNTs). By extending the source electrode into the channel of conventional CNT transistors, a controllable p-n homojunction is formed, allowing CNT-SGTs to reliably switch between three distinct states. Capitalizing on the straightforward fabrication process of CNT-SGTs, ternary inverters, NMIN and NMAX logic gates, ternary SRAM cells, and a ternary neural network achieving 100% image classification accuracy have been successfully implemented. This study represents the most advanced and highest-performing ternary circuits realized with low-dimensional materials to date. This progress highlights the potential of CNT-SGTs in driving the future of MVL architectures.","PeriodicalId":21609,"journal":{"name":"Science Advances","volume":"28 1","pages":""},"PeriodicalIF":12.5000,"publicationDate":"2025-01-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"High-performance ternary logic circuits and neural networks based on carbon nanotube source-gating transistors\",\"authors\":\"Xuehao Zhu, Meiqi Xi, Jianyu Wang, Panpan Zhang, Yi Li, Xiao Luo, Lan Bai, Xingxing Chen, Lian-mao Peng, Yu Cao, Qiliang Li, Xuelei Liang\",\"doi\":\"10.1126/sciadv.adt1909\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Multi-valued logics (MVLs) offer higher information density, reduced circuit and interconnect complexity, lower power dissipation, and faster speed over conventional binary logic system. Recent advancement in MVL research, particularly with emerging low-dimensional materials, suggests that breakthroughs may be imminent if multistates transistors can be fabricated controllably for large-scale integration. Here, a concept of source-gating transistors (SGTs) is developed and realized using carbon nanotubes (CNTs). By extending the source electrode into the channel of conventional CNT transistors, a controllable p-n homojunction is formed, allowing CNT-SGTs to reliably switch between three distinct states. Capitalizing on the straightforward fabrication process of CNT-SGTs, ternary inverters, NMIN and NMAX logic gates, ternary SRAM cells, and a ternary neural network achieving 100% image classification accuracy have been successfully implemented. This study represents the most advanced and highest-performing ternary circuits realized with low-dimensional materials to date. This progress highlights the potential of CNT-SGTs in driving the future of MVL architectures.\",\"PeriodicalId\":21609,\"journal\":{\"name\":\"Science Advances\",\"volume\":\"28 1\",\"pages\":\"\"},\"PeriodicalIF\":12.5000,\"publicationDate\":\"2025-01-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Science Advances\",\"FirstCategoryId\":\"103\",\"ListUrlMain\":\"https://doi.org/10.1126/sciadv.adt1909\",\"RegionNum\":1,\"RegionCategory\":\"综合性期刊\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"MULTIDISCIPLINARY SCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Science Advances","FirstCategoryId":"103","ListUrlMain":"https://doi.org/10.1126/sciadv.adt1909","RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MULTIDISCIPLINARY SCIENCES","Score":null,"Total":0}
引用次数: 0

摘要

与传统的二进制逻辑系统相比,多值逻辑具有更高的信息密度、更低的电路和互连复杂性、更低的功耗和更快的速度。MVL研究的最新进展,特别是新兴的低维材料,表明如果多态晶体管可以被控制地制造成大规模集成,突破可能迫在眉睫。本文提出了源门控晶体管(sgt)的概念,并利用碳纳米管(CNTs)来实现。通过将源电极延伸到传统碳纳米管晶体管的通道中,形成了可控的p-n同质结,允许碳纳米管- sgt在三种不同的状态之间可靠地切换。利用碳纳米管- sgt、三元逆变器、NMIN和NMAX逻辑门、三元SRAM单元以及实现100%图像分类精度的三元神经网络的直接制造工艺,已成功实现。这项研究代表了迄今为止用低维材料实现的最先进、性能最高的三元电路。这一进展凸显了cnt - sgt在推动MVL架构未来方面的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
High-performance ternary logic circuits and neural networks based on carbon nanotube source-gating transistors
Multi-valued logics (MVLs) offer higher information density, reduced circuit and interconnect complexity, lower power dissipation, and faster speed over conventional binary logic system. Recent advancement in MVL research, particularly with emerging low-dimensional materials, suggests that breakthroughs may be imminent if multistates transistors can be fabricated controllably for large-scale integration. Here, a concept of source-gating transistors (SGTs) is developed and realized using carbon nanotubes (CNTs). By extending the source electrode into the channel of conventional CNT transistors, a controllable p-n homojunction is formed, allowing CNT-SGTs to reliably switch between three distinct states. Capitalizing on the straightforward fabrication process of CNT-SGTs, ternary inverters, NMIN and NMAX logic gates, ternary SRAM cells, and a ternary neural network achieving 100% image classification accuracy have been successfully implemented. This study represents the most advanced and highest-performing ternary circuits realized with low-dimensional materials to date. This progress highlights the potential of CNT-SGTs in driving the future of MVL architectures.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Science Advances
Science Advances 综合性期刊-综合性期刊
CiteScore
21.40
自引率
1.50%
发文量
1937
审稿时长
29 weeks
期刊介绍: Science Advances, an open-access journal by AAAS, publishes impactful research in diverse scientific areas. It aims for fair, fast, and expert peer review, providing freely accessible research to readers. Led by distinguished scientists, the journal supports AAAS's mission by extending Science magazine's capacity to identify and promote significant advances. Evolving digital publishing technologies play a crucial role in advancing AAAS's global mission for science communication and benefitting humankind.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信