Thanh-Dat Nguyen, Minh-Son Le, Thi-Nhan Pham, Ik-Joon Chang
{"title":"TA-Quatro: Soft Error-Resilient and Power-Efficient SRAM Cell for ADC-Less Binary Weight and Ternary Activation In-Memory Computing","authors":"Thanh-Dat Nguyen, Minh-Son Le, Thi-Nhan Pham, Ik-Joon Chang","doi":"10.3390/electronics13152904","DOIUrl":null,"url":null,"abstract":"Some applications, such as satellites, require ultralow power and high-radiation resilience. We developed a12Tsoft error-resilient SRAM cell, TA-Quatro, to deliver in-memory computing (IMC) for those applications. Based on our TA-Quatro cell, we implemented an IMC circuit to support binary weights and ternary activations in a single SRAM cell. Our simulation under 28 nm FD-SOI technology demonstrates that the TA-Quatro IMC circuit maintains good IMC stability at a scaled supply of 0.7Vand achieves ternary activation without needing analog-to-digital converters. These advancements significantly enhance the power efficiency of the proposed IMC circuit compared to state-of-the-art works.","PeriodicalId":504598,"journal":{"name":"Electronics","volume":"141 20","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Electronics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.3390/electronics13152904","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Some applications, such as satellites, require ultralow power and high-radiation resilience. We developed a12Tsoft error-resilient SRAM cell, TA-Quatro, to deliver in-memory computing (IMC) for those applications. Based on our TA-Quatro cell, we implemented an IMC circuit to support binary weights and ternary activations in a single SRAM cell. Our simulation under 28 nm FD-SOI technology demonstrates that the TA-Quatro IMC circuit maintains good IMC stability at a scaled supply of 0.7Vand achieves ternary activation without needing analog-to-digital converters. These advancements significantly enhance the power efficiency of the proposed IMC circuit compared to state-of-the-art works.