{"title":"基于概率密度函数的模拟电路软故障检测","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":"{\"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}","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}
Soft fault detection in analog circuits from probability density function
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.