Analog IC Fault Diagnosis based on Wavelet Neural Network Ensemble

被引:1
|
作者
Zuo Lei [1 ]
Wang Jinhui [1 ]
Hou Ligang [1 ]
Geng Shuqin [1 ]
Wu Wuchen [1 ]
机构
[1] Beijing Univ Technol, VLSI & Syst Lab, Beijing 100022, Peoples R China
关键词
fault diaghosis; WNNE; Adaboos;
D O I
10.1109/GCIS.2009.95
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A fault diagnosis method for analog IC diagnosis based on wavelet neural network ensemble (WNNE) and Adaboost algorithm, is proposed in this paper. This makes the way of the directory be of use in fault, and enhances the validity of the fault diagnosis. Using wavelet decomposition as a tool for extracting feature, Then, after training the WNNE by faulty feature vectors, the model of the circuit with fault diagnosis system is built. Simulation results have shown that this claim is more effective than wavelet neural network (WNN).
引用
收藏
页码:45 / 48
页数:4
相关论文
共 50 条
  • [1] Fault Diagnosis of Analog IC Based on Wavelet Neural Network Ensemble
    Zuo, Lei
    Hou, Ligang
    Wu, Wuchen
    Wang, Jinhui
    Geng, Shuqin
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2009, PT 3, PROCEEDINGS, 2009, 5553 : 772 - 779
  • [2] Fault diagnosis of analog circuits based on wavelet neural network
    Song, Guoming
    Wang, Houjun
    Liu, Hong
    Jiang, Shuyan
    Song, Guoming
    Liu, Hong
    [J]. DCABES 2006 PROCEEDINGS, VOLS 1 AND 2, 2006, : 803 - 807
  • [4] Fault diagnosis of analog circuit based on adaptive wavelet neural network
    Jin Yu
    Chen Guangju
    Du Tianjun
    [J]. Proceedings of the First International Symposium on Test Automation & Instrumentation, Vols 1 - 3, 2006, : 1015 - 1018
  • [5] Fault diagnosis of analog circuit based on wavelet transform and neural network
    Wang, Hui
    [J]. ARCHIVES OF ELECTRICAL ENGINEERING, 2020, 69 (01) : 175 - 185
  • [6] Research on fault diagnosis in analog circuit based on wavelet-neural network
    Yuan, Haiying
    Chen, Guangju
    Shi, Sanbao
    Chen, Huawei
    [J]. WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 2659 - +
  • [7] Neural Network Ensemble Approach in Analog Circuit Fault Diagnosis
    Liu, Hong
    Chen, Guangju
    Song, Guoming
    Han, Tailin
    [J]. SIXTH INTERNATIONAL SYMPOSIUM ON NEURAL NETWORKS (ISNN 2009), 2009, 56 : 749 - +
  • [8] Multiple fault diagnosis of analog electronic system based on wavelet-neural network
    Lian Ke
    Wang Houjun
    [J]. PROCEEDINGS OF THE FIRST INTERNATIONAL SYMPOSIUM ON TEST AUTOMATION & INSTRUMENTATION, VOLS 1 - 3, 2006, : 192 - 197
  • [9] Fault Diagnosis of Tolerance Analog Circuit Based on Wavelet Neural Network with PSO Algorithm
    Cong, Wei
    Jing, Bo
    Yu, Hong-Kun
    [J]. MECHATRONICS AND COMPUTATIONAL MECHANICS, 2013, 307 : 312 - 315
  • [10] Wavelet Neural Networks Based Fault Diagnosis of Analog Circuit
    Liu Xiaoqin
    Wang Dazhi
    [J]. PROCEEDINGS OF THE 2012 24TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2012, : 2234 - 2239