Fault diagnosis based on the second class decision making through Shannon wavelet support vector machine

Jixie Gongcheng Xuebao/Journal of Mechanical Engineering

Volumn 46, Issue 17, 2010, Pages 42-47

  Li, Feng ^a   Tang, Baoping ^a   Song, Tao ^a  

^a CHONGQING UNIVERSITY   (China)

Author keywords

Back propagation neural network; Bispectrum; Fault diagnosis; Shannon wavelet support vector machine; Singular value spectrum dimension adjustment

Indexed keywords

BACK PROPAGATION NEURAL NETWORKS; BISPECTRUM; FAULT DIAGNOSIS; SHANNON WAVELET; SINGULAR VALUES;

BACKPROPAGATION; BEARINGS (MACHINE PARTS); DECISION MAKING; PRINCIPAL COMPONENT ANALYSIS; SUPPORT VECTOR MACHINES; TORSIONAL STRESS; VECTORS; WAVELET TRANSFORMS;

NEURAL NETWORKS;

EID: 77958094829     PISSN: 05776686     EISSN: None     Source Type: Journal    
DOI: 10.3901/JME.2010.17.042     Document Type: Article

References (10)

1. SHAO Renping, HUANG Xinna, LIU Hongyu, et al. Fault detection and diagnosis of gear system based on higher order cumulants[J]. Chinese Journal of Mechanical Engineering, 2008, 44(6): 161-168.
2. YUAN Haiying, CHEN Guangju, XIE Yongle. Feature extraction method in fault diagnosis based on neural network[J]. Chinese Journal of Scientific Instrument, 2007, 28(1): 90-94.
3. DAVID V, SáNCHEZ A. Advanced support vector machines and kernel methods[J]. Neurocomputing, 2003, 55: 5-20.
4. YU Dejie, YANG Yu, CHENG Junsheng. Fault diagnosis approach for gears based on EMD and SVM[J]. Chinese Journal of Mechanical Engineering, 2005, 41(1): 140-144.
5. WU Fangfang, ZHAO Yinliang. Novel reduced support vector machine on Morlet wavelet kernel function[J]. Control and Decision, 2006, 21(8): 848-852.
6. LIN Jipeng, LIU Junhua. Algorithm research on wavelet support vector machine[J]. Journal of Xi'an Jiaotong University, 2005, 39(8): 816-819.
7. YAO L. Genetic algorithm based identification of nonlinear systems by sparse Volterra filters[J]. IEEE Signal Process Magazine, 1999, 47(12): 3433-3435.
8. SMOLA A J, Scholkopf B, Muller K R. The connection between regularization operators and support vector kernels[J]. Neural Networks, 1998, 11(4): 637-649.
9. ZHANG Q H, BENVENISTE A. Wavelet networks[J]. IEEE Transaction on Neural Networks, 1992, 3(6): 889-898.
10. SUYKENS J A K, VANDEWALLE J. Least squares support vectors machine classifiers[J]. Neural Processing Letters, 1999, 9(3): 293-300.