M. Caselli, I. Papistas, S. Cosemans, A. Mallik, P. Debacker, D. Verkest
{"title":"Charge Sharing and Charge Injection A/D Converters for Analog In-Memory Computing","authors":"M. Caselli, I. Papistas, S. Cosemans, A. Mallik, P. Debacker, D. Verkest","doi":"10.1109/NEWCAS50681.2021.9462775","DOIUrl":null,"url":null,"abstract":"This paper describes the design of two A/D converters, the Charge Sharing SAR and the Charge Injection SAR, in 22 nm FD SOI technology, for Analog-in-Memory computing in machine learning (ML) applications. The former architecture matches well SRAM-based Matrix-Vector Multipliers (MVM)s, whereas the latter is suitable for integration with SOT-MRAM-based arrays. Both ADCs show remarkable energy figures and area metrics, making the topologies suitable for integration at the periphery of MVM arrays.","PeriodicalId":373745,"journal":{"name":"2021 19th IEEE International New Circuits and Systems Conference (NEWCAS)","volume":"164 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 19th IEEE International New Circuits and Systems Conference (NEWCAS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/NEWCAS50681.2021.9462775","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 5
Abstract
This paper describes the design of two A/D converters, the Charge Sharing SAR and the Charge Injection SAR, in 22 nm FD SOI technology, for Analog-in-Memory computing in machine learning (ML) applications. The former architecture matches well SRAM-based Matrix-Vector Multipliers (MVM)s, whereas the latter is suitable for integration with SOT-MRAM-based arrays. Both ADCs show remarkable energy figures and area metrics, making the topologies suitable for integration at the periphery of MVM arrays.