Nonlinear Analog Circuit Diagnosis Based on Volterra Series and Neural Network

被引：0
|
作者：
Yin Shirong [1 ]
机构：
[1] Chongqing Jiaotong Univ, Coll Electromech & Automobile Engineer, Chongqing, Peoples R China
来源：
2010 6TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS NETWORKING AND MOBILE COMPUTING (WICOM) | 2010年
关键词：
nonlinear analog circuits; fault diagnosis; Volterra kernel; neural network; SYSTEMS;
D O I：
暂无
中图分类号：
TP3 [计算技术、计算机技术];
学科分类号：
0812 ;
摘要：
The Volterra kernels are the inherent characteristic of the system. This paper researched how to measure Volterra frequency kernels and used the second Volterra frequency kernels as the fault signatures in diagnosis nonlinear analog circuit. The fault dictionary of nonlinear circuits was constructed based on improved Back-Propagation neural network. Experiment result demonstrates that the method of this paper has high diagnose sensitivity and fast fault identification and deducibility.
引用
收藏
页数：3
相关论文
共 50 条
  • [31] An analog circuit diagnosis algorithm based on dual-loop Volterra filter
    Tang, Chengkai
    Jing, Zhanrong
    Zhang, Yi
    Yang, Yan
    2016 IEEE INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, COMMUNICATIONS AND COMPUTING (ICSPCC), 2016,
  • [32] A nonlinear neural network based on an analog DNA toehold mediated strand displacement reaction circuit
    Zou, Chengye
    Zhang, Qiang
    Zhou, Changjun
    Cao, Wenyu
    NANOSCALE, 2022, 14 (17) : 6585 - 6599
  • [33] Design of neural network output layer in fault diagnosis of analog circuit
    Qu Haini
    Xu Weisheng
    Yu Youling
    ICEMI 2007: PROCEEDINGS OF 2007 8TH INTERNATIONAL CONFERENCE ON ELECTRONIC MEASUREMENT & INSTRUMENTS, VOL III, 2007, : 639 - +
  • [34] Fault Diagnosis of Analog Circuit Using Spectrogram And LVQ Neural Network
    Li, Penghua
    Zhang, Shunxing
    Luo, Dechao
    Luo, Hongping
    2015 27TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2015, : 2719 - 2724
  • [35] Analog-Circuit Fault Diagnosis Using Probabilistic Neural Network
    Shen, Meie
    Yuan, Hao
    Peng, Min-Fang
    WCECS 2008: WORLD CONGRESS ON ENGINEERING AND COMPUTER SCIENCE, 2008, : 181 - 184
  • [36] Analog circuit incipient fault diagnosis using deep neural network
    Zhao Guangquan
    Han Xu
    Teng Wenyi
    Yang Xuzhou
    Hu Cong
    PROCEEDINGS OF 2019 14TH IEEE INTERNATIONAL CONFERENCE ON ELECTRONIC MEASUREMENT & INSTRUMENTS (ICEMI), 2019, : 1294 - 1302
  • [37] Research on Soft Fault Diagnosis of Wavelet Neural Network Based on UKF Algorithm for Analog Circuit
    Wang, Qian
    Zheng, Huida
    Ren, Shiyao
    2018 7TH INTERNATIONAL CONFERENCE ON ADVANCED MATERIALS AND COMPUTER SCIENCE (ICAMCS 2018), 2019, : 249 - 254
  • [38] Nonlinear Analog Circuit Fault Diagnosis Based on MFDFA Method
    Tang, Jing Yuan
    Chen, Jian Ming
    Zhang, Cai
    INFORMATION TECHNOLOGY APPLICATIONS IN INDUSTRY, PTS 1-4, 2013, 263-266 : 108 - +
  • [39] Nonlinear analog circuit fault screen diagnosis based on QPSO
    Guan, W., 1600, China Machine Press (28):
  • [40] Wavelet Neural Networks Based Fault Diagnosis of Analog Circuit
    Liu Xiaoqin
    Wang Dazhi
    PROCEEDINGS OF THE 2012 24TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2012, : 2234 - 2239
12345