Fault Diagnosis Optimization Method of Analog Circuit Based on Matrix Model

E. Tan, Shunmei Huang, Jimin Ruan
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引用次数: 1

Abstract

In view of the limitations of artificial neural network, support vector machine (SVM) and other artificial intelligence algorithms have limitations: they need a large number of training samples, and the algorithm takes a long time. This paper proposes an analog circuit fault diagnosis method based on matrix feature analysis. The method establishes an output response matrix in which the elements change when the circuit fails. By comparing the difference between the fault-free output matrix and the fault output matrix, faults can be diagnosed. According to the matrix theory, the spectral radius of the matrix and the maximum singular value of the perturbation matrix are used to describe the difference. In a single fault mode, conic curve fitting can realize fault diagnosis, fault location and parameter identification. The international standard circuit Sallen_Key circuit is taken as the verification object, and the results show that the method can judge the fault of analog circuit and locate the fault well. By this method, the fault diagnosis rate is as high as 99.85%, and the circuit can be measured by locating the fault to determine the measurable components of the circuit.
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基于矩阵模型的模拟电路故障诊断优化方法
鉴于人工神经网络的局限性,支持向量机(SVM)等人工智能算法存在局限性:需要大量的训练样本,算法耗时长。提出了一种基于矩阵特征分析的模拟电路故障诊断方法。该方法建立了一个输出响应矩阵,其中元件在电路故障时发生变化。通过比较无故障输出矩阵与故障输出矩阵的差值,进行故障诊断。根据矩阵理论,用矩阵的谱半径和扰动矩阵的最大奇异值来描述差值。在单故障模式下,圆锥曲线拟合可以实现故障诊断、故障定位和参数识别。以国际标准电路salen_key电路为验证对象,结果表明该方法能较好地判断模拟电路的故障并定位故障。该方法的故障诊断率高达99.85%,通过定位故障来确定电路的可测元件,从而实现对电路的测量。
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