电子科技大学学报2009,Vol.38Issue(6):971-974,992,5.DOI:10.3969/j.issn.1001-0548.2009.06.016
灵敏度分析和SVM诊断模拟电路故障的方法
Fault Diagnosis Method for Analog Circuits Using Sensitivity Analysis and SVM
摘要
Abstract
A fault diagnosis method for analog circuits with low testability using sensitivity analysis and support vector machine (SVM) is presented in this paper. The transfer function poles and zeros sensitivity of circuit under test is analyzed. The ambiguity group is determined according to the poles and zeros sensitivity with respect to the components and the testable components set is obtained. The poles and zeros sensitivity analysis theoretically determines all of the diagnosable circuit components and SVM has advantages of simple structure and strong generalization ability. Experimental results prove that the proposed method for diagnosing analog circuit fault using poles and zeros sensitivity analysis and SVM is effective and the fault diagnosis accuracy of the method is more than 99%.关键词
模拟电路/故障诊断/零极点/灵敏度分析/支持向量机Key words
analog circuits/fault diagnosis/poles and zeros/sensitivity analysis/SVM分类
信息技术与安全科学引用本文复制引用
孙永奎,陈光礻禹,李辉..灵敏度分析和SVM诊断模拟电路故障的方法[J].电子科技大学学报,2009,38(6):971-974,992,5.基金项目
国家自然科学基金(60372001,90407007) (60372001,90407007)