{"title":"CMOS Invertible Logic: Bidirectional operation based on the probabilistic device model and stochastic computing","authors":"N. Onizawa, T. Hanyu","doi":"10.1109/mnano.2021.3126094","DOIUrl":null,"url":null,"abstract":"Recently, CMOS invertible logic has been presented and is one of the new computing paradigms based on a probabilistic device model. It is designed based on stochastic computing that provides bidirectional operations between inputs and outputs and has been applied for several critical issues, such as integer factorization and machine learning (ML). This article presents an overview of CMOS invertible logic from principle to application. First, the principle is explained with a simple design example, and a design flow is introduced, as is an automatic design tool. Second, the hardware of CMOS invertible logic is designed using stochastic computing and then evaluated in two applications implemented on a field-programmable gate array (FPGA) or application-specific integrated circuits (ASICs). Finally, this article ends with future challenges.","PeriodicalId":44724,"journal":{"name":"IEEE Nanotechnology Magazine","volume":"16 1","pages":"33-46"},"PeriodicalIF":2.3000,"publicationDate":"2022-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Nanotechnology Magazine","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/mnano.2021.3126094","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"NANOSCIENCE & NANOTECHNOLOGY","Score":null,"Total":0}
引用次数: 3
Abstract
Recently, CMOS invertible logic has been presented and is one of the new computing paradigms based on a probabilistic device model. It is designed based on stochastic computing that provides bidirectional operations between inputs and outputs and has been applied for several critical issues, such as integer factorization and machine learning (ML). This article presents an overview of CMOS invertible logic from principle to application. First, the principle is explained with a simple design example, and a design flow is introduced, as is an automatic design tool. Second, the hardware of CMOS invertible logic is designed using stochastic computing and then evaluated in two applications implemented on a field-programmable gate array (FPGA) or application-specific integrated circuits (ASICs). Finally, this article ends with future challenges.
期刊介绍:
IEEE Nanotechnology Magazine publishes peer-reviewed articles that present emerging trends and practices in industrial electronics product research and development, key insights, and tutorial surveys in the field of interest to the member societies of the IEEE Nanotechnology Council. IEEE Nanotechnology Magazine will be limited to the scope of the Nanotechnology Council, which supports the theory, design, and development of nanotechnology and its scientific, engineering, and industrial applications.