{"title":"基于双v7t SRAM的内存计算加法器在卷积神经网络中的应用","authors":"Biby Joseph, R. Kavitha","doi":"10.1109/INOCON57975.2023.10101365","DOIUrl":null,"url":null,"abstract":"In artificial Intelligence (AI), frequent movement of data required between memory and computational block. Currently computing platforms suffer from memory wall. Inmemory computing (IMC) provides a solution, by moving memory and processing unit closer. In this article, we present, IMC using dual Vt 7T SRAM+2T cell along with less delay sense amplifier in UMC 65nm technology. To prove its efficiency basic Boolean operations and half adder is implemented. The proposed technique shows an improvement in speed by 43% and 61.95% for carry and sum respectively as compared with already IMC architectures, the early precharge of the sensing delay of sense amplifiers. The proposed half adder has an delay of 0.78ns and an average power dissipation of 36uW.","PeriodicalId":113637,"journal":{"name":"2023 2nd International Conference for Innovation in Technology (INOCON)","volume":"18 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Dual Vt 7T SRAM Based In-Memory Compute Adder for Convolution Neural Network Applications\",\"authors\":\"Biby Joseph, R. Kavitha\",\"doi\":\"10.1109/INOCON57975.2023.10101365\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In artificial Intelligence (AI), frequent movement of data required between memory and computational block. Currently computing platforms suffer from memory wall. Inmemory computing (IMC) provides a solution, by moving memory and processing unit closer. In this article, we present, IMC using dual Vt 7T SRAM+2T cell along with less delay sense amplifier in UMC 65nm technology. To prove its efficiency basic Boolean operations and half adder is implemented. The proposed technique shows an improvement in speed by 43% and 61.95% for carry and sum respectively as compared with already IMC architectures, the early precharge of the sensing delay of sense amplifiers. The proposed half adder has an delay of 0.78ns and an average power dissipation of 36uW.\",\"PeriodicalId\":113637,\"journal\":{\"name\":\"2023 2nd International Conference for Innovation in Technology (INOCON)\",\"volume\":\"18 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-03-03\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2023 2nd International Conference for Innovation in Technology (INOCON)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/INOCON57975.2023.10101365\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2023 2nd International Conference for Innovation in Technology (INOCON)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/INOCON57975.2023.10101365","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Dual Vt 7T SRAM Based In-Memory Compute Adder for Convolution Neural Network Applications
In artificial Intelligence (AI), frequent movement of data required between memory and computational block. Currently computing platforms suffer from memory wall. Inmemory computing (IMC) provides a solution, by moving memory and processing unit closer. In this article, we present, IMC using dual Vt 7T SRAM+2T cell along with less delay sense amplifier in UMC 65nm technology. To prove its efficiency basic Boolean operations and half adder is implemented. The proposed technique shows an improvement in speed by 43% and 61.95% for carry and sum respectively as compared with already IMC architectures, the early precharge of the sensing delay of sense amplifiers. The proposed half adder has an delay of 0.78ns and an average power dissipation of 36uW.