Multiple Soft Fault Diagnosis of Analog Filter Circuit Based on Genetic Algorithm

被引:18
|
作者
Yang, Chenglin [1 ]
机构
[1] Univ Elect Sci & Technol China, Sch Automat Engn, Chengdu 611731, Peoples R China
基金
中国国家自然科学基金;
关键词
Fault diagnosis; genetic algorithm; optimization;
D O I
10.1109/ACCESS.2020.2964054
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Hard (open and short) faults and discrete parameter faults (DPF) are the mostly used fault models in simulation-before-test (SBT) method. Because that the parameter of analog element is continuous, the DPF can not elaborately characterize all possible continuous parameter faults (CPF) occurring in analog circuit, let alone the double soft fault. To address such problem, a genetic algorithm (GA) based simulation after test (SAT) fault diagnosis method is proposed in this paper. The fault diagnosis is transformed into an optimization problem. The genes represent the parameter values of potential faulty components. Our target is to minimize the difference between the actual faulty response and the GA simulated response. The chromosome that minimize the difference gives the solution. This method does not save all possible faults in advance whereas it can diagnosis single and double continuous faults. The effectiveness of the proposed method is examined by using filter circuit examples.
引用
收藏
页码:8193 / 8201
页数:9
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