Engine ignition signal diagnosis with Wavelet Packet Transform and Multi-class Least Squares Support Vector Machines

Expert Systems with Applications

Volumn 38, Issue 7, 2011, Pages 8563-8570

  Vong, C M ^a   Wong, P K ^a  

^a UNIVERSITY OF MACAU   (Macao)

Author keywords

Automotive engine ignition pattern diagnosis; Multi class Least Squares Support Vector Machines; Pattern classification; Wavelet Packet Transform

Indexed keywords

AUTOMOTIVE ENGINE IGNITION PATTERN DIAGNOSIS; AUTOMOTIVE GASOLINES; CLASSIFICATION METHODS; CLASSIFICATION SYSTEM; DIAGNOSIS METHODS; DIAGNOSTIC ACCURACY; DIAGNOSTIC METHODS; ENGINE PARTS; FAULT CLASSIFICATION; LEAST SQUARES SUPPORT VECTOR MACHINES; MULTI LAYER PERCEPTRON; MULTI-CLASS; PATTERN ANALYSIS; PATTERN CLASSIFICATION; SUB-BANDS; WAVE FORMS; WAVELET PACKET TRANSFORM; WAVELET PACKET TRANSFORMS;

AUTOMOBILE PARTS AND EQUIPMENT; ENGINES; MECHANICS; SUPPORT VECTOR MACHINES; VECTORS; WAVELET TRANSFORMS;

AUTOMOBILE ENGINES;

EID: 79952442620     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2011.01.058     Document Type: Article

References (23)

1. E. Avci An expert system based on wavelet neural network-adaptive norm entropy for scale invariant texture classification Expert Systems with Applications 32 3 2007 919 926 (Pubitemid 44750624)
2. E. Avci A new optimum feature extraction and classification method for speaker recognition: GWPNN Expert Systems with Applications 32 2 2007 485 498 (Pubitemid 44647815)
3. W.H. Crouse, and D.L. Anglin Automotive mechanics 10th ed. 1993 McGraw-Hill Education
4. N. Cristianini, and J. Shawe-Taylor An introduction to support vector machines and other kernel-based learning methods 2000 Cambridge University Press UK
5. I. Daubechies The wavelet transform, time-frequency localization and signal analysis IEEE Transactions on Information Theory 36 5 1990 961 1005 (Pubitemid 20738359)
6. S. Foo, G. Stuart, B. Harvey, and A. Baese Neural network-based EKG pattern recognition Engineering Applications of Artificial Intelligence 15 3-4 2002 253 260 (Pubitemid 35412472)
7. S. Haykin Neural network: A comprehensive foundation 2nd ed. 1999 Prentice Hall
8. M.H. Horng Multi-class support vector machine for classification of the ultrasonic images of supraspinatus Expert Systems with Applications 36 4 2009 8124 8133
9. Kohonen, T., Barna, G., Chrisley, R. (1988). Statistical pattern recognition with neural networks: Benchmarking studies. In Proc. of IEEE Int. Conf. on Neural Networks (Vol. 1, pp. 61-68). San Diego, USA.
10. M.A. Kumar, and M. Gopal Least squares twin support vector machines for pattern recognition Expert Systems with Applications 36 4 2009 7535 7543
11. Q.Y. Li Application of ignition waveform in fault diagnosis Auto Electric Parts 4 2006 39 40 (In Chinese)
12. Liu, C. C. & Chu, J. (2005). Automotive computer control engine's wave analysis and inspection technology, Sunlex, Taiwan (In Chinese).
13. MATLAB R2008a version Wavelet Toolbox, MathWorks Company.
14. S. Mallat A wavelet tour of signal processing 3rd ed. 2008 The Sparse Way, Academic Press
15. B. Schölkopf, and A. Smola Learning with kernels: Support vector machines, regularization, optimization and beyond 2002 MIT Press
16. Suykens, J. A. K., Vandewalle, J. (1999). Multiclass least squares support vector machines. In Proceedings of international joint conference on neural networks (pp. 900-903). Washington, DC, USA. (Pubitemid 30593090)
17. Suykens, J. A. K., Van Gestel, T., De Brabanter, J., De Moor, B., Vandewalle, J. (2002). Least squares support vector machines. Singapore: World Scientific. Available from: http://www.esat.kuleuven.ac.be/sista/lssvmlab.
18. E. Übeyli Decision support systems for time-varying biomedical signals: EEG signals classification Expert Systems with Applications 36 2 2009 2275 2284
19. E. Übeyli Statistics over features of ECG signals Expert Systems with Applications 36 5 2009 8758 8767
20. M. Uyar, S. Yildirim, and M.T. Gencoglu An effective wavelet-based feature extraction method for classification of power quality disturbance signals Electric Power Systems Research 78 10 2008 1747 1755
21. C.M. Vong, P.K. Wong, and Y.P. Li Predication of automotive engine power and torque using least squares support vector machines and Bayesian inference Engineering Applications of Artificial Intelligence 19 3 2006 277 287
22. J.D. Wu, C.C. Hsu, and G.Z. Wu Fault gear identification and classification using discrete wavelet transform and adaptive neuro-fuzzy inference Expert Systems with Applications 36 3 2009 6244 6255
23. G.M. Xian, and B.Q. Zeng An intelligent fault diagnosis method based on wavelet packet analysis and hybrid support vector machines Expert Systems with Applications 36 10 2009 12131 12136