Soft fault detection in analog circuits from probability density function

S. Srimani, K. Ghosh, H. Rahaman
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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.
基于概率密度函数的模拟电路软故障检测
从输出的概率密度函数(PDF)出发,提出了一种新的线性和弱非线性模拟电路的参数故障检测方案。采用非参数核密度估计(KDE)技术,从随机输入激励下的电路的随机输出中估计PDF。测试了两个基准电路,即连续低通状态变量滤波器电路和级联放大器,以验证所提出的框架。采用UMC-180nm技术,采用CADENCE Virtuoso对所有电路进行仿真。所提出的软故障检测方法的可检出性明显高于功能测试方法。
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