{"title":"Robust and energy-efficient DSP systems via output probability processing","authors":"R. Abdallah, Naresh R Shanbhag","doi":"10.1109/ICCD.2010.5647569","DOIUrl":null,"url":null,"abstract":"This paper proposes to employ error statistics of nanoscale circuit fabrics to design robust energy-efficient digital signal processing (DSP) systems. Architectural level error statistics are exploited to generate probability or the reliability of each output bit of a DSP kernel. The proposed technique is referred to here as bit-level a posteriori probability processing (BLAPP). Energy efficiency and robustness of a 2D discrete cosine transform (2D-DCT) image codec employing BLAPP is studied. Simulations in a commercial 45nm CMOS process show that BLAPP provides up to 14X improvement in robustness, and 25% power savings over conventional 2D-DCT codec design.","PeriodicalId":182350,"journal":{"name":"2010 IEEE International Conference on Computer Design","volume":"13 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2010-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2010 IEEE International Conference on Computer Design","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICCD.2010.5647569","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 6
Abstract
This paper proposes to employ error statistics of nanoscale circuit fabrics to design robust energy-efficient digital signal processing (DSP) systems. Architectural level error statistics are exploited to generate probability or the reliability of each output bit of a DSP kernel. The proposed technique is referred to here as bit-level a posteriori probability processing (BLAPP). Energy efficiency and robustness of a 2D discrete cosine transform (2D-DCT) image codec employing BLAPP is studied. Simulations in a commercial 45nm CMOS process show that BLAPP provides up to 14X improvement in robustness, and 25% power savings over conventional 2D-DCT codec design.