{"title":"An Efficient Fault Injection Algorithm for Identifying Unimportant FFs in Approximate Computing Circuits","authors":"Jiaxuan Lu, Yutaka Masuda, T. Ishihara","doi":"10.23919/DATE56975.2023.10137272","DOIUrl":null,"url":null,"abstract":"Approximate Computing (AC) saves energy and improves performance by introducing approximation into computation in error-torrent applications. This work focuses on an AC strategy that accurately performs important computations and approximates others. In order to determine which calculations are unimportant, we propose a novel importance evaluation algorithm, in which the key idea is a two-step fault injection to extract the near-optimal set of unimportant flip-flops in the circuit. The proposed algorithm reduces the complexity of architecture exploration from an exponential order to a linear order with-out understanding the functionality and behavior of the target application program.","PeriodicalId":340349,"journal":{"name":"2023 Design, Automation & Test in Europe Conference & Exhibition (DATE)","volume":"91 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2023 Design, Automation & Test in Europe Conference & Exhibition (DATE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.23919/DATE56975.2023.10137272","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
Approximate Computing (AC) saves energy and improves performance by introducing approximation into computation in error-torrent applications. This work focuses on an AC strategy that accurately performs important computations and approximates others. In order to determine which calculations are unimportant, we propose a novel importance evaluation algorithm, in which the key idea is a two-step fault injection to extract the near-optimal set of unimportant flip-flops in the circuit. The proposed algorithm reduces the complexity of architecture exploration from an exponential order to a linear order with-out understanding the functionality and behavior of the target application program.