Nonlinear Analog Circuit Fault Diagnosis Based on MFDFA Method

Article Preview

Abstract:

This paper presents a fault diagnosis method for nonlinear analog circuit based on multifractal detrended fluctuation analysis (MFDFA) method. The MFDFA method is applied to analysis fault signal and extracts the multifractal features from the raw signal. The selected features are given to SVM classifier for further classification. The data required to develop the classifier are generated by simulating various faults using Pspice software. The simulation results show that the proposed method provides a robust and accurate method for nonlinear circuit fault diagnosis.

You might also be interested in these eBooks

Info:

Periodical:

Pages:

108-113

Citation:

Online since:

December 2012

Export:

Price:

Permissions CCC:

Permissions PLS:

Сopyright:

© 2013 Trans Tech Publications Ltd. All Rights Reserved

Share:

Citation:

[1] J.W. Bandler and A.E. Salama, "Fault diagnosis of analog circuits," Proc. IEEE, vol.73 (1985), p.1279

DOI: 10.1109/proc.1985.13281

Google Scholar

[2] V. Litovski, M. Andrejevic, and M. Zwolinski. "Analogue electronic circuit diagnosis based on ANNs," Microelectronics Reliability, Vol.46 (2006), P.1382

DOI: 10.1016/j.microrel.2005.11.008

Google Scholar

[3] F. Aminian and M. Aminian. "Fault diagnosis of analog circuits using bayesian neural networks with wavelet transform as preprocessor," Journal of Electronic Testing: Theory and Applications, Vol.17 (2001), p.29

DOI: 10.1109/82.823545

Google Scholar

[4] B. Cannas, A. Fanni, S. Manetti, A. Montisci, and C. Piccirilli. "Neural network-based analog fault diagnosis using testability analysis," Neural Comput&Applic, Vol.13 (2004), p.288

DOI: 10.1007/s00521-004-0423-2

Google Scholar

[5] A.Wang, J. Liu, H Wang, and R. Tao. "A novel fault diagnosis of analog circuit algorithm based on incomplete wavelet packet transform and improved balanced binary-tree SVMs," Bio-Inspired Computational Intelligence and Applications, Vol. 4688(2007), p.482

DOI: 10.1007/978-3-540-74769-7_52

Google Scholar

[6] Y. He, Y. Tan, and Y. Sun. "Fault diagnosis of analog circuits based on wavelet packets," TENCON2004, 2004 IEEE Region 10 Conference, Vol.1 (2004), P. 267

DOI: 10.1109/tencon.2004.1414408

Google Scholar

[7] A. Buonomo and A. Lo-Schiavo. "Perturbation analysis of nonlinear distortion in analog integrated circuits," IEEE Transaction Circuits and System-I: Regular Papers, Vol.52 (2005), p.1620

DOI: 10.1109/tcsi.2005.851695

Google Scholar

[8] F. Yuan and A. Opal. "An efficient transient analysis algorithm for mildly nonlinear circuits," IEEE Transaction on Computer-Aided Design of Integrated Circuits and Systems, Vol. 21(2002), p.662

DOI: 10.1109/tcad.2002.1004310

Google Scholar

[9] W. Dong and P. Li. "Hierarchical harmonic-balance methods for frequency-domain analog-circuit analysis," IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, Vol.26 (2007), p.(2089)

DOI: 10.1109/tcad.2007.907018

Google Scholar

[10] N. Soveiko and M. Nakhla. "Steady-state analysis of multitone nonlinear circuits in wavelet domain," IEEE Transactions on Microwave Theory and Techniques, Vol.52 (2004), p.785

DOI: 10.1109/tmtt.2004.823539

Google Scholar

[11] M. Tadeusiewicz, S. Halgas, and M. Korzybski. "An algorithm for soft-fault diagnosis of linear and nonlinear circuits," IEEE Transactions on Circuits and System-I: Fundamental Theory and Applications, Vol.49 (2002), p.1648

DOI: 10.1109/tcsi.2002.804596

Google Scholar

[12] S. Halgas. "Multiple soft fault diagnosis of nonlinear circuits using the fault dictionary approach," Bulletin of The Polish Academy of Sciences Technical Sciences, Vol.56 (2008), p.53

Google Scholar

[13] S. R. Yin, G. J. Chen, and Y. L. Xie. "Volterra kernels measurement and its application in nonlinear analog circuits testing," Control and Decision (in Chinese), Vol.21 (2006), p.1134

Google Scholar

[14] W. Toczek, R. Zielonko, and A. Adamczyk. "A method for fault diagnosis of nonlinear electronic circuits," Measurement, Vol.24 (1998), p.79

DOI: 10.1016/s0263-2241(98)00029-3

Google Scholar

[15] H. Ma , G. Li , C. Han. "State Estimation and fault diagnosis for nonlinear analog circuits," in Proc. Int Conf. Communications, Circuits and Systems, 2006, p.266

Google Scholar

[16] J.W. Kantelhardt, and S.A. Zschiegne, et al. "Multifractal detrended fluctuation analysis of nonstationary time series," Physica. A, Theoretical and Statistical Physics, Vol. 316(2002), p.87

DOI: 10.1016/s0378-4371(02)01383-3

Google Scholar

[17] Y. S. Wang, Z. C. Xiao. "Simulation and experimental study on the chaos circuit of Duffing oscillator," Chinese Journal of Circuit and Systems, Vol.13 (2008), p.32

Google Scholar