{"title":"Soft fault detection in analog circuits from probability density function","authors":"S. Srimani, K. Ghosh, H. Rahaman","doi":"10.1109/ISDCS.2018.8379676","DOIUrl":null,"url":null,"abstract":"A new parametric fault detection scheme for linear and weakly non-linear analog circuits is proposed from probability density function (PDF) of the output. Non-parametric kernel density estimation (KDE) technique is used to estimate the PDF from the random output of the circuit excited with random input stimuli. Two benchmark circuits viz. Continuous-time low pass State Variable Filter circuit and Cascade Amplifier are tested to validate the proposed framework. All the circuits are simulated with CADENCE Virtuoso using UMC-180nm technology. Detectability of the proposed method of soft fault detection is appreciably higher than that of functional test method.","PeriodicalId":374239,"journal":{"name":"2018 International Symposium on Devices, Circuits and Systems (ISDCS)","volume":"4 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-03-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 International Symposium on Devices, Circuits and Systems (ISDCS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISDCS.2018.8379676","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
A new parametric fault detection scheme for linear and weakly non-linear analog circuits is proposed from probability density function (PDF) of the output. Non-parametric kernel density estimation (KDE) technique is used to estimate the PDF from the random output of the circuit excited with random input stimuli. Two benchmark circuits viz. Continuous-time low pass State Variable Filter circuit and Cascade Amplifier are tested to validate the proposed framework. All the circuits are simulated with CADENCE Virtuoso using UMC-180nm technology. Detectability of the proposed method of soft fault detection is appreciably higher than that of functional test method.