{"title":"A bit-parallel molybdenum disulfide computer built through multi-level co-optimization","authors":"Dongxu Fan, Yun Mao, Hao Qiu, Rui Li, Fei Lu, Wenqiang Yuan, Yibiao Yin, Zhihui Zheng, Zhoushuo Han, Yuan Tian, Xiushan Yan, Taotao Li, Shitong Zhu, Yanbin Li, Weisheng Li, Xuecou Tu, Chunsong Zhao, Jian-Bin Xu, Jeffrey Xu, Yi Shi, Xinran Wang","doi":"10.1038/s41928-026-01641-0","DOIUrl":null,"url":null,"abstract":"The sustainable development of artificial intelligence requires energy-efficient computing technology. Two-dimensional semiconductor digital electronics could potentially provide such capabilities, and promising single devices and small circuits have been developed. However, very large-scale integration remains challenging due to the inability to control atomic-scale defects and mesoscopic device variations, as well as the lack of macroscopic variation-aware design methodology. Here we report a molybdenum disulfide computer that combines a 0.5-μm industrial fabrication process and a back-end-of-line-integrated academia laboratory process. The computer comprises 1,433 transistors interconnected by four metal layers within a compact footprint, offering an integration density of around 9,336 transistors per square millimetre. The computer can store data on-chip in the register file and perform arithmetic operations on multiple-bit data parallelly at a 1-kHz clock frequency. Key to the development of this system is a multi-level co-optimization methodology that spans transistor, standard cell, logic synthesis and interconnect design. By combining a 0.5-μm industrial fabrication process and a back-end-of-line academia laboratory process, as well as using a multi-level co-optimization methodology, a molybdenum disulfide computer can be fabricated that comprises 1,433 transistors interconnected by four metal layers.","PeriodicalId":19064,"journal":{"name":"Nature Electronics","volume":"9 8","pages":"887-896"},"PeriodicalIF":42.3000,"publicationDate":"2026-05-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Nature Electronics","FirstCategoryId":"5","ListUrlMain":"https://www.nature.com/articles/s41928-026-01641-0","RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0
Abstract
The sustainable development of artificial intelligence requires energy-efficient computing technology. Two-dimensional semiconductor digital electronics could potentially provide such capabilities, and promising single devices and small circuits have been developed. However, very large-scale integration remains challenging due to the inability to control atomic-scale defects and mesoscopic device variations, as well as the lack of macroscopic variation-aware design methodology. Here we report a molybdenum disulfide computer that combines a 0.5-μm industrial fabrication process and a back-end-of-line-integrated academia laboratory process. The computer comprises 1,433 transistors interconnected by four metal layers within a compact footprint, offering an integration density of around 9,336 transistors per square millimetre. The computer can store data on-chip in the register file and perform arithmetic operations on multiple-bit data parallelly at a 1-kHz clock frequency. Key to the development of this system is a multi-level co-optimization methodology that spans transistor, standard cell, logic synthesis and interconnect design. By combining a 0.5-μm industrial fabrication process and a back-end-of-line academia laboratory process, as well as using a multi-level co-optimization methodology, a molybdenum disulfide computer can be fabricated that comprises 1,433 transistors interconnected by four metal layers.
期刊介绍:
Nature Electronics is a comprehensive journal that publishes both fundamental and applied research in the field of electronics. It encompasses a wide range of topics, including the study of new phenomena and devices, the design and construction of electronic circuits, and the practical applications of electronics. In addition, the journal explores the commercial and industrial aspects of electronics research.
The primary focus of Nature Electronics is on the development of technology and its potential impact on society. The journal incorporates the contributions of scientists, engineers, and industry professionals, offering a platform for their research findings. Moreover, Nature Electronics provides insightful commentary, thorough reviews, and analysis of the key issues that shape the field, as well as the technologies that are reshaping society.
Like all journals within the prestigious Nature brand, Nature Electronics upholds the highest standards of quality. It maintains a dedicated team of professional editors and follows a fair and rigorous peer-review process. The journal also ensures impeccable copy-editing and production, enabling swift publication. Additionally, Nature Electronics prides itself on its editorial independence, ensuring unbiased and impartial reporting.
In summary, Nature Electronics is a leading journal that publishes cutting-edge research in electronics. With its multidisciplinary approach and commitment to excellence, the journal serves as a valuable resource for scientists, engineers, and industry professionals seeking to stay at the forefront of advancements in the field.