{"title":"基于sfq的近似计算体系结构建模与设备级指南","authors":"Pratiksha Mundhe;Yuta Hano;Satoshi Kawakami;Teruo Tanimoto;Masamitsu Tanaka;Koji Inoue;Ilkwon Byun","doi":"10.1109/LCA.2025.3573740","DOIUrl":null,"url":null,"abstract":"Single-flux-quantum (SFQ) logic has emerged as a promising post-Moore technology thanks to its ultra-fast and low-energy operation. However, despite progress in various fields, its feasibility is questionable due to the prohibitive cooling cost. Proven conventional ideas, such as approximate computing, may help to resolve this challenge. However, introducing such ideas has been impossible due to the complex performance, power, and error trade-offs originating from the unique SFQ device characteristics. This work introduces approximate SFQ-based computing (AxSFQ) with an architecture modeling framework and essential design guidelines. Our optimized device-level AxSFQ showcases 30–100 times energy efficiency improvement, which motivates further circuit and architecture-level exploration.","PeriodicalId":51248,"journal":{"name":"IEEE Computer Architecture Letters","volume":"24 2","pages":"253-256"},"PeriodicalIF":1.4000,"publicationDate":"2025-03-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Approximate SFQ-Based Computing Architecture Modeling With Device-Level Guidelines\",\"authors\":\"Pratiksha Mundhe;Yuta Hano;Satoshi Kawakami;Teruo Tanimoto;Masamitsu Tanaka;Koji Inoue;Ilkwon Byun\",\"doi\":\"10.1109/LCA.2025.3573740\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Single-flux-quantum (SFQ) logic has emerged as a promising post-Moore technology thanks to its ultra-fast and low-energy operation. However, despite progress in various fields, its feasibility is questionable due to the prohibitive cooling cost. Proven conventional ideas, such as approximate computing, may help to resolve this challenge. However, introducing such ideas has been impossible due to the complex performance, power, and error trade-offs originating from the unique SFQ device characteristics. This work introduces approximate SFQ-based computing (AxSFQ) with an architecture modeling framework and essential design guidelines. Our optimized device-level AxSFQ showcases 30–100 times energy efficiency improvement, which motivates further circuit and architecture-level exploration.\",\"PeriodicalId\":51248,\"journal\":{\"name\":\"IEEE Computer Architecture Letters\",\"volume\":\"24 2\",\"pages\":\"253-256\"},\"PeriodicalIF\":1.4000,\"publicationDate\":\"2025-03-26\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Computer Architecture Letters\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://ieeexplore.ieee.org/document/11015563/\",\"RegionNum\":3,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"COMPUTER SCIENCE, HARDWARE & ARCHITECTURE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Computer Architecture Letters","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/11015563/","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"COMPUTER SCIENCE, HARDWARE & ARCHITECTURE","Score":null,"Total":0}
Approximate SFQ-Based Computing Architecture Modeling With Device-Level Guidelines
Single-flux-quantum (SFQ) logic has emerged as a promising post-Moore technology thanks to its ultra-fast and low-energy operation. However, despite progress in various fields, its feasibility is questionable due to the prohibitive cooling cost. Proven conventional ideas, such as approximate computing, may help to resolve this challenge. However, introducing such ideas has been impossible due to the complex performance, power, and error trade-offs originating from the unique SFQ device characteristics. This work introduces approximate SFQ-based computing (AxSFQ) with an architecture modeling framework and essential design guidelines. Our optimized device-level AxSFQ showcases 30–100 times energy efficiency improvement, which motivates further circuit and architecture-level exploration.
期刊介绍:
IEEE Computer Architecture Letters is a rigorously peer-reviewed forum for publishing early, high-impact results in the areas of uni- and multiprocessor computer systems, computer architecture, microarchitecture, workload characterization, performance evaluation and simulation techniques, and power-aware computing. Submissions are welcomed on any topic in computer architecture, especially but not limited to: microprocessor and multiprocessor systems, microarchitecture and ILP processors, workload characterization, performance evaluation and simulation techniques, compiler-hardware and operating system-hardware interactions, interconnect architectures, memory and cache systems, power and thermal issues at the architecture level, I/O architectures and techniques, independent validation of previously published results, analysis of unsuccessful techniques, domain-specific processor architectures (e.g., embedded, graphics, network, etc.), real-time and high-availability architectures, reconfigurable systems.