A Vague Decision Method for Analog Circuit Fault Diagnosis Based on Description Sphere

被引:3
|
作者
Luo Hui [1 ]
Wang Youren [1 ]
Cui Jiang [1 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Coll Automat Engn, Nanjing 210016, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
analog circuits; fault detection; description sphere; vague set; multi-class classification; SUPPORT; SETS;
D O I
10.1016/S1000-9361(11)60091-5
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
This paper proposes a vague decision method for analog circuit fault diagnosis based on description sphere. Firstly, the proposed method uses the wavelet transform as the preprocessor to extract fault features from the output voltages of the circuit under test (CUT). And then, each class sample is trained to produce a minimum description sphere. Finally, the test samples are detected by a defined vague decision rule, which is based on the vague weight distance between the test data and the center of description sphere. The defined decision rule fuses the truth and false membership degrees of the test sample and the weight of the description sphere, and it can effectively deal with the uncertain information. The reliability of the defined decision rule is proved theoretically. This new diagnostic method is first applied to testing two actual circuits, and then it is compared with other two diagnostic methods. The experimental results show that the proposed technique can achieve good performance and reduce the diagnostic time.
引用
收藏
页码:768 / 776
页数:9
相关论文
共 50 条
  • [41] Fault diagnosis of analog circuit based on a second map SVDD
    Jiang, Yuanyuan
    Wang, Youren
    Luo, Hui
    ANALOG INTEGRATED CIRCUITS AND SIGNAL PROCESSING, 2015, 85 (03) : 395 - 404
  • [42] Fault Diagnosis of Analog Filter Circuit Based on Genetic Algorithm
    Yang, Chenglin
    Zhen, Liu
    Hu, Cong
    IEEE ACCESS, 2019, 7 : 54969 - 54980
  • [43] Approach for analog circuit incipient fault diagnosis based on KECA
    Zhang, Chaolong
    He, Yigang
    Yuan, Lifen
    Wang, Jinping
    Zuo, Lei
    Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument, 2015, 36 (03): : 675 - 684
  • [44] Analog circuit intelligent fault diagnosis based on PCA and OAOSVM
    Guo, Ke
    Zhu, Yi
    San, Ye
    AUTOMATION EQUIPMENT AND SYSTEMS, PTS 1-4, 2012, 468-471 : 802 - 806
  • [45] Fault diagnosis of analog circuit based on a second map SVDD
    Yuanyuan Jiang
    Youren Wang
    Hui Luo
    Analog Integrated Circuits and Signal Processing, 2015, 85 : 395 - 404
  • [46] FAULT DIAGNOSIS OF ANALOG CIRCUIT BASED ON SUPPORT VECTOR MACHINES
    Liu, Yehui
    Yang, Yuye
    Huang, Liang
    PROCEEDINGS OF 2009 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS TECHNOLOGY AND APPLICATIONS, 2009, : 40 - +
  • [47] Diagnosis of Soft-Fault in Analog Circuit Based on FNLP
    Shi, Yibing
    Zhou, Longfu
    Zhang, Wei
    2009 INTERNATIONAL CONFERENCE ON COMMUNICATIONS, CIRCUITS AND SYSTEMS PROCEEDINGS, VOLUMES I & II: COMMUNICATIONS, NETWORKS AND SIGNAL PROCESSING, VOL I/ELECTRONIC DEVICES, CIRUITS AND SYSTEMS, VOL II, 2009, : 1078 - 1081
  • [48] Analog circuit fault diagnosis based on CBEA-SVM
    Tan Enmin
    Li Feng
    Zhang Xinran
    PROCEEDINGS OF 2019 14TH IEEE INTERNATIONAL CONFERENCE ON ELECTRONIC MEASUREMENT & INSTRUMENTS (ICEMI), 2019, : 1075 - 1081
  • [49] Nonlinear analog circuit fault screen diagnosis based on QPSO
    Guan, W., 1600, China Machine Press (28):
  • [50] Fault diagnosis of analog circuit based on PSO-WNN
    Zuo, Lei
    Hou, Li-Gang
    Gao, Da-Ming
    Peng, Xiao-Hong
    Wu, Wu-Chen
    Beijing Gongye Daxue Xuebao / Journal of Beijing University of Technology, 2010, 36 (03): : 306 - 309