SVM classifier for analog fault diagnosis using fractal features

Proceedings - 2008 2nd International Symposium on Intelligent Information Technology Application, IITA 2008

Volumn 2, Issue , 2008, Pages 553-557

  Xianbai, Mao ^a   Liheng, Wang ^a   Changxi, Li ^a  

^a HUAZHONG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

ANALOG FAULT DIAGNOSIS; BAND PASS FILTERS; CIRCUIT FAULTS; CIRCUIT UNDER TESTS; CLASSIFICATION ABILITIES; FAULT DIAGNOSIS; FAULT DIAGNOSIS METHODS; FAULT FEATURES; FEATURE VECTORS; FRACTAL FEATURES; FRACTAL THEORIES; GENERALIZATION ABILITIES; GRIDDING; NON-LINEAR BEHAVIORS; OUTPUT VOLTAGE SIGNALS; SIMULATION RESULTS; SVM CLASSIFIERS; SVM MODELS; VIBRATION SIGNALS;

ANALOG CIRCUITS; CLASSIFIERS; FAILURE ANALYSIS; FRACTAL DIMENSION; INFORMATION TECHNOLOGY; PARTIAL DISCHARGES;

SUPPORT VECTOR MACHINES;

EID: 62949102371     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IITA.2008.249     Document Type: Conference Paper

References (9)

1. L.S.Milor, A Tutorial Introduction to Research on Analog and Mixed-Signal Circuit Testing[J], IEEE trans. On circuits and systems, vol 45, No.10, Oct.1998.
2. Marcantonio Catelani, Ada Fort, Cesare Alippi. A fuzzy approach for soft fault detection in analog circuits[J] Measurement , vol.32, No.1, 2002.
3. Ma Ye, Li Nang. Simulation Studies of Analog Circuits Fault Approach Based on Self-Organizing Feature Map Neural Networks [J], Journal of System Simulation, Vol 13, No.5,2001.
4. Aminian F, Aminian M, Collin HW, Analog fault diagnosis of actual circuits using neural networks[J], IEEE Transactions on Instrumentation and Measurement, Vol.51, No. 3, 2002.
5. Farzan Aminian, Mehran Aminian. Fault Diagnosis of Analog Circuits Using Bayesian Neural Networks with Wavelet Transform as Preprocessor[J], Journal of Electronic Testing, Vol. 17, No.1, 2001.
6. D.J. Sebald, J.A. Bucklew, Support vector machine techniques for nonlinear equalization[J], IEEE Transactions on Signal Processing,Vol.48 ,2000.
7. Y. Xia, Z.R. Zhang, W.C. Chen, X.J. Liu, Application of fractal dimension to vibration diagnosis of IC engines[J], Journal of Vibration, Measurement and Diagnosis, Vol.21, 2001.
8. P. Purkait, S.Chakravorti, Impulse fault classification in transformers by fractal analysis[J], IEEE Transactions on Dielectrics and Electrical Insulation, Vol. 10, 2003.
9. Chih-Wei Hsu, Chih-Jen Lin. A comparison of methods for multiclass support vector machines[J], IEEE Transactions on Neural Networks, vol. 13,No 2, 2002.