Dominant feature selection for the fault diagnosis of rotary machines using modified genetic algorithm and empirical mode decomposition

Journal of Sound and Vibration

Volumn 344, Issue , 2015, Pages 464-483

  Lu, Lei ^a   Yan, Jihong ^a   De Silva, Clarence W ^b  

^a HARBIN INSTITUTE OF TECHNOLOGY   (China)

^b UNIVERSITY OF BRITISH COLUMBIA   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); COMPUTER AIDED DIAGNOSIS; CORROSION; FAILURE ANALYSIS; FAULT DETECTION; GENETIC ALGORITHMS; ROTATING MACHINERY; SIGNAL PROCESSING; SUPPORT VECTOR MACHINES;

CLASSIFICATION PERFORMANCE; EMPIRICAL MODE DECOMPOSITION; FEATURE SELECTION METHODS; IDENTIFICATION ACCURACY; INTRINSIC MODE FUNCTIONS; MACHINERY FAULT DIAGNOSIS; MODIFIED GENETIC ALGORITHMS; RECEIVER OPERATING CHARACTERISTICS;

FEATURE EXTRACTION;

EID: 84926150770     PISSN: 0022460X     EISSN: 10958568     Source Type: Journal    
DOI: 10.1016/j.jsv.2015.01.037     Document Type: Article

References (41)

1. F. Cong, J. Chen, G. Dong, and M. Pecht Vibration model of rolling element bearings in a rotor-bearing system for fault diagnosis Journal of Sound and Vibration 332 8 2013 2081 2097
2. J. Didier, J.-J. Sinou, and B. Faverjon Study of the non-linear dynamic response of a rotor system with faults and uncertainties Journal of Sound and Vibration 331 3 2012 671 703
3. S. Singh, U.G. Köpke, C.Q. Howard, and D. Petersen Analyses of contact forces and vibration response for a defective rolling element bearing using an explicit dynamics finite element model Journal of Sound and Vibration 333 21 2014 5356 5377
4. C. Duan, Z. He, and H. Jiang A sliding window feature extraction method for rotating machinery based on the lifting scheme Journal of Sound and Vibration 299 4-5 2007 774 785
5. J. Ma, and J. Jiang Applications of fault detection and diagnosis methods in nuclear power plants: a review Progress in Nuclear Energy 53 3 2011 255 266
6. T. Kalvoda, and Y.-R. Hwang A cutter tool monitoring in machining process using Hilbert-Huang transform International Journal of Machine Tools and Manufacture 50 5 2010 495 501
7. L.-Y. Lu, C.-C. Lin, G.-L. Lin, and C.-Y. Lin Experiment and analysis of a fuzzy-controlled piezoelectric seismic isolation system Journal of Sound and Vibration 329 11 2010 1992 2014
8. W. Yang, R. Court, P.J. Tavner, and C.J. Crabtree Bivariate empirical mode decomposition and its contribution to wind turbine condition monitoring Journal of Sound and Vibration 330 15 2011 3766 3782
9. S. Maldonado, R. Weber, and J. Basak Simultaneous feature selection and classification using kernel-penalized support vector machines Information Sciences 181 1 2011 115 128
10. T. Warren Liao Feature extraction and selection from acoustic emission signals with an application in grinding wheel condition monitoring Engineering Applications of Artificial Intelligence 23 1 2010 74 84
11. Z. Cheng, N. Hu, and X. Zhang Crack level estimation approach for planetary gearbox based on simulation signal and GRA Journal of Sound and Vibration 331 26 2012 5853 5863
12. E.-Y. Kim, Y.-J. Lee, and S.-K. Lee Heath monitoring of a glass transfer robot in the mass production line of liquid crystal display using abnormal operating sounds based on wavelet packet transform and artificial neural network Journal of Sound and Vibration 331 14 2012 3412 3427
13. S.C. Yusta Different metaheuristic strategies to solve the feature selection problem Pattern Recognition Letters 30 5 2009 525 534
14. L. Cui, J. Wang, and S. Lee Matching pursuit of an adaptive impulse dictionary for bearing fault diagnosis Journal of Sound and Vibration 333 10 2014 2840 2862
15. L.B. Gamage, C.W. de Silva, and R. Campos Design evolution of mechatronic systems through modeling, on-line monitoring, and evolutionary optimization Mechatronics 22 1 2012 83 94
16. S. Raman, and C.W. de Silva Sensor-fault tolerant condition monitoring of an industrial machine International Journal of Information Acquisition 09 01 2013 1350001
17. R. Yusof, M. Khalid, and A.S.M. Khairuddin Application of kernel-genetic algorithm as nonlinear feature selection in tropical wood species recognition system Computers and Electronics in Agriculture 93 0 2013 68 77
18. W. Yang, D. Li, and L. Zhu An improved genetic algorithm for optimal feature subset selection from multi-character feature set Expert Systems with Applications 38 3 2011 2733 2740
19. H. Ahn, K.-j. Kim, and I. Han A case-based reasoning system with the two-dimensional reduction technique for customer classification Expert Systems with Applications 32 4 2007 1011 1019
20. T. Zoughi, R. Boostani, and M. Deypir A wavelet-based estimating depth of anesthesia Engineering Applications of Artificial Intelligence 25 8 2012 1710 1722
21. F. Jiang, Z. Zhu, W. Li, G. Zhou, and G. Chen Fault identification of rotor-bearing system based on ensemble empirical mode decomposition and self-zero space projection analysis Journal of Sound and Vibration 333 14 2014 3321 3331
22. J. Yan, and L. Lu Improved Hilbert-Huang transform based weak signal detection methodology and its application on incipient fault diagnosis and ECG signal analysis Signal Processing 98 0 2014 74 87
23. N.E. Huang, and Z. Wu A review on Hilbert-Huang transform: method and its applications to geophysical studies Reviews of Geophysics 46 2 2008 RG2006
24. N.E. Huang, Z. Shen, and S.R. Long The Empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis Proceedings of the Royal Society of London A 454 1998 903 995
25. N.E. Huang, M.L.C. Wu, and S.R. Long A confidence limit for the empirical mode decomposition and Hilbert spectral analysis Proceedings of the Royal Society of London A 459 2003 2317 2345
26. A. Malhi, and R.X. Gao PCA-based feature selection scheme for machine defect classification IEEE Transactions on Instrumentation and Measurement 53 6 2004 1517 1525
27. Z. Jun-Hong, P. Chee Khiang, F.L. Lewis, and Z. Zhao-Wei Intelligent diagnosis and prognosis of tool wear using dominant feature identification IEEE Transactions on Industrial Informatics 5 4 2009 454 464
28. V.N. Vapnik The Nature of Statistical Learning Theory 1995 Springer New York
29. R. Ptucha, and A. Savakis Manifold based sparse representation for facial understanding in natural images Image and Vision Computing 31 5 2013 365 378
30. Y. Huang, C. Liu, X.F. Zha, and Y. Li A lean model for performance assessment of machinery using second generation wavelet packet transform and Fisher criterion Expert Systems with Applications 37 5 2010 3815 3822
31. J.H. Holland Adaptation in Natural and Artificial Systems 1975 The University of Michigan Press
32. A.K. Akobeng Understanding diagnostic tests 3: receiver operating characteristic curves Acta Pædiatrica 96 5 2007 644 647
33. T. Fawcett An introduction to ROC analysis Pattern Recognition Letters 27 8 2006 861 874
34. L. Saidi, F. Fnaiech, H. Henao, G.A. Capolino, and G. Cirrincione Diagnosis of broken-bars fault in induction machines using higher order spectral analysis ISA Transactions 52 1 2013 140 148
35. D. Zhao, and J. Yan Ant colony clustering analysis based intelligent fault diagnosis method and its application to rotating machinery Pattern Analysis and Applications 16 1 2013 19 29
36. Case Western Reserve University, Bearing Data Center. Available from: 〈http://www.eecs.cwru.edu/laboratory/bearing/download〉, (last accessed in 2012).
37. C.-H. Lin, H.-Y. Chen, and Y.-S. Wu Study of image retrieval and classification based on adaptive features using genetic algorithm feature selection Expert Systems with Applications 41 15 2014 6611 6621
38. J.J.C. Fu, Y.-W. Yu, H.-M. Lin, J.-W. Chai, and C.C.-C. Chen Feature extraction and pattern classification of colorectal polyps in colonoscopic imaging Computerized Medical Imaging and Graphics 38 4 2014 267 275
39. G. Chandrashekar, and F. Sahin A survey on feature selection methods Computers & Electrical Engineering 40 1 2014 16 28
40. W. Lu, W. Jiang, H. Wu, and J. Hou A fault diagnosis scheme of rolling element bearing based on near-field acoustic holography and gray level co-occurrence matrix Journal of Sound and Vibration 331 15 2012 3663 3674
41. B. Li, P. Zhang, H. Tian, S. Mi, D. Liu, and G. Ren A new feature extraction and selection scheme for hybrid fault diagnosis of gearbox Expert Systems with Applications 38 8 2011 10000 10009