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Fault Classification Research of Analog Electronic Circuits Based on Support Vector Machine
Chen, Dongfeng
2016
会议录名称3RD INTERNATIONAL CONFERENCE ON APPLIED ENGINEERING
卷号51
页码1333-1338
会议名称3rd International Conference on Applied Engineering
会议日期APR 22-25, 2016
会议地点Wuhan, PEOPLES R CHINA
出版地MILANO
出版者AIDIC SERVIZI SRL
摘要With the rapid development of microelectronics and semiconductor technology, integrated analog electronic systems become more sophisticated and complex functions. It has become increasingly high reliability requirements, but the corresponding testability positive change it was getting worse. How to use signal processing and artificial intelligence techniques and diagnose faults in the system analog electronic components or subsystems, is currently a hot simulation diagnostics. Fault feature extraction and selection is the key technology in the field of analog electronic system testing, for subsequent fault classification is very important. Current research focuses on the fault feature extraction, feature selection. To solve this problem, a new feature based on fault scalar wavelet coefficients selection method. In this paper, some analog electronic system fault characteristics and difficult to obtain a small number of samples and other issues, study the characteristics of a fault simulation method based on a sample cloud model generation method, and the use of neural network expansion sample sets the newly created training. The results show that the new sample training practiced neural network has better noise robustness.
ISSN1974-9791
DOI10.3303/CET1651223
收录类别CPCI-S
语种英语
WOS研究方向Engineering
WOS类目Engineering, Multidisciplinary
WOS记录号WOS:000383266600223
原始文献类型Proceedings Paper
引用统计
被引频次:1[WOS]   [WOS记录]     [WOS相关记录]
文献类型会议论文
条目标识符https://ir.cqcet.edu.cn/handle/39TD4454/3820
专题重庆电子科技职业大学
作者单位ChongQing Coll Elect Engn, Chongqing 401331, Peoples R China
推荐引用方式
GB/T 7714
Chen, Dongfeng. Fault Classification Research of Analog Electronic Circuits Based on Support Vector Machine[C]. MILANO:AIDIC SERVIZI SRL,2016:1333-1338.
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