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Volumn 73, Issue , 2014, Pages 49-60

Optimum multi-fault classification of gears with integration of evolutionary and SVM algorithms

Author keywords

Interpolation and extrapolation; Multi fault classification; Optimization; Support vector machine

Indexed keywords

EXTRAPOLATION; FREQUENCY DOMAIN ANALYSIS; GENETIC ALGORITHMS; OPTIMIZATION;

EID: 84896505268     PISSN: 0094114X     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.mechmachtheory.2013.10.006     Document Type: Article
Times cited : (72)

References (31)
  • 2
    • 0029251465 scopus 로고
    • Back to the basics of rotating machinery vibration analysis
    • J.I. Taylor Back to the basics of rotating machinery vibration analysis Sound Vib. 29 2 1995 12 16
    • (1995) Sound Vib. , vol.29 , Issue.2 , pp. 12-16
    • Taylor, J.I.1
  • 4
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • C.J.C. Burgess A tutorial on support vector machines for pattern recognition Data Min. Knowl. Disc. 2 1998 955 974
    • (1998) Data Min. Knowl. Disc. , vol.2 , pp. 955-974
    • Burgess, C.J.C.1
  • 5
    • 34249661124 scopus 로고    scopus 로고
    • Support vector machine in machine condition monitoring and fault diagnosis
    • DOI 10.1016/j.ymssp.2006.12.007, PII S0888327007000027
    • Achmad Widodo, and Bo-Suk Yang Support vector machine in machine condition monitoring and fault diagnosis Mech. Syst. Signal Process. 21 2007 2560 2574 (Pubitemid 46829756)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.6 , pp. 2560-2574
    • Widodo, A.1    Yang, B.-S.2
  • 6
    • 0345978376 scopus 로고    scopus 로고
    • Fault detection using support vector machines and artificial neural networks, augmented by genetic algorithms
    • DOI 10.1006/mssp.2001.1454
    • L.B. Jack, and A.K. Nandi Fault detection using support vector machines and artificial neural networks, augmented by genetic algorithms Mech. Syst. Signal Process. 16 2-3 2002 373 390 (Pubitemid 40000347)
    • (2002) Mechanical Systems and Signal Processing , vol.16 , Issue.2-3 , pp. 373-390
    • Jack, L.B.1    Nandi, A.K.2
  • 7
    • 0942289503 scopus 로고    scopus 로고
    • Gear fault detection using artificial neural networks and support vector machines with genetic algorithms
    • B. Samanta Gear fault detection using artificial neural networks and support vector machines with genetic algorithms Mech. Syst. Signal Process. 18 2004 625 644
    • (2004) Mech. Syst. Signal Process. , vol.18 , pp. 625-644
    • Samanta, B.1
  • 8
    • 77952598909 scopus 로고    scopus 로고
    • Gear fault classification using genetic programming and support vector machines
    • Jianping Xuan, Hanhong Jiang, Tielin Shi, and Guanglan Liao Gear fault classification using genetic programming and support vector machines Int. J. Inf. Technol. 9 2005 19 27
    • (2005) Int. J. Inf. Technol. , vol.9 , pp. 19-27
    • Xuan, J.1    Jiang, H.2    Shi, T.3    Liao, G.4
  • 10
  • 11
    • 33748076461 scopus 로고    scopus 로고
    • A GA-based feature selection and parameters optimization for support vector machines
    • C.L. Huang, and C.J. Wang A GA-based feature selection and parameters optimization for support vector machines Expert Syst. Appl. 31 2006 231 240
    • (2006) Expert Syst. Appl. , vol.31 , pp. 231-240
    • Huang, C.L.1    Wang, C.J.2
  • 12
    • 44949231244 scopus 로고    scopus 로고
    • A comparative study on classification of features by SVM and PSVM extracted using Morlet wavelet for fault diagnosis of spur bevel gear box
    • N. Saravanan, V.N.S. Kumar Siddabattuni, and K.I. Ramachandran A comparative study on classification of features by SVM and PSVM extracted using Morlet wavelet for fault diagnosis of spur bevel gear box Expert Syst. Appl. 35 2008 1351 1366
    • (2008) Expert Syst. Appl. , vol.35 , pp. 1351-1366
    • Saravanan, N.1    Kumar Siddabattuni, V.N.S.2    Ramachandran, K.I.3
  • 13
    • 45749124824 scopus 로고    scopus 로고
    • A fault diagnosis approach for gears based on IMF AR model and SVM
    • Junsheng Cheng, Dejie Yu, and Yang Yu A fault diagnosis approach for gears based on IMF AR model and SVM EURASIP J. Adv. Signal Process. 2008 1 7
    • (2008) EURASIP J. Adv. Signal Process. , pp. 1-7
    • Cheng, J.1    Yu, D.2    Yu, Y.3
  • 15
    • 56349105011 scopus 로고    scopus 로고
    • Vibration-based fault diagnosis of spur bevel gear box using fuzzy technique
    • N. Saravanan, S. Cholairajan, and K.I. Ramachandran Vibration-based fault diagnosis of spur bevel gear box using fuzzy technique Expert Syst. Appl. 36 2009 3119 3135
    • (2009) Expert Syst. Appl. , vol.36 , pp. 3119-3135
    • Saravanan, N.1    Cholairajan, S.2    Ramachandran, K.I.3
  • 16
    • 84887603430 scopus 로고    scopus 로고
    • Fault classification in gears using support vector machines (SVMs) and signal processing
    • (9781-4244-3428-2/09)
    • S. Ali, J.M. Mohammad, and S. Masoud Fault classification in gears using support vector machines (SVMs) and signal processing IEEE Transaction 2009 (9781-4244-3428-2/09)
    • (2009) IEEE Transaction
    • Ali, S.1    Mohammad, J.M.2    Masoud, S.3
  • 17
    • 70350129432 scopus 로고    scopus 로고
    • Fault diagnosis of spur bevel gear box using artificial neural network (ANN) and proximal support vector machine (PSVM)
    • N. Saravanan, V.N.S. Kumar Siddabattuni, and K.I. Ramachandran Fault diagnosis of spur bevel gear box using artificial neural network (ANN) and proximal support vector machine (PSVM) Appl. Soft Comput. 10 2010 344 360
    • (2010) Appl. Soft Comput. , vol.10 , pp. 344-360
    • Saravanan, N.1    Kumar Siddabattuni, V.N.S.2    Ramachandran, K.I.3
  • 18
    • 77953512587 scopus 로고    scopus 로고
    • Intelligent gearbox diagnosis methods based on SVM, wavelet lifting and RBR
    • Lixin Gao, Zhiqiang Ren, Wenliang Tang, Huaqing Wang, and Peng Chen Intelligent gearbox diagnosis methods based on SVM, wavelet lifting and RBR J. Sens. 10 2010 4602 4621
    • (2010) J. Sens. , vol.10 , pp. 4602-4621
    • Gao, L.1    Ren, Z.2    Tang, W.3    Wang, H.4    Chen, P.5
  • 22
    • 34249753618 scopus 로고
    • Support-vector network
    • C. Cortes, and V. Vapnik Support-vector network Mach. Learn. 20 1995 273 297
    • (1995) Mach. Learn. , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 26
    • 0002229304 scopus 로고    scopus 로고
    • Pairwise classification and support vector machines
    • B. Scholkopf, C.J.C. Burges, A.J. Smola, MIT Press Cambridge, MA
    • U.H.G. Kressel Pairwise classification and support vector machines B. Scholkopf, C.J.C. Burges, A.J. Smola, Advances in Kernel Methods - Support Vector Learning 1998 MIT Press Cambridge, MA 255 268
    • (1998) Advances in Kernel Methods - Support Vector Learning , pp. 255-268
    • Kressel, U.H.G.1
  • 27
    • 0036505670 scopus 로고    scopus 로고
    • A comparison of methods for multi-class support vector machines
    • C.W. Hsu, and C.J. Lin A comparison of methods for multi-class support vector machines IEEE Trans. Neural Netw. 13 2 2002 415 425
    • (2002) IEEE Trans. Neural Netw. , vol.13 , Issue.2 , pp. 415-425
    • Hsu, C.W.1    Lin, C.J.2
  • 30
    • 35148821762 scopus 로고    scopus 로고
    • A powerful and efficient algorithm for numerical function optimization: Artificial bee colony (ABC) algorithm
    • D. Karaboga, and B. Basturk A powerful and efficient algorithm for numerical function optimization: artificial bee colony (ABC) algorithm J. Glob. Optim. 39 3 2007 459-171
    • (2007) J. Glob. Optim. , vol.39 , Issue.3 , pp. 459-171
    • Karaboga, D.1    Basturk, B.2
  • 31
    • 34548479029 scopus 로고    scopus 로고
    • On the performance of artificial bee colony (ABC) algorithm
    • DOI 10.1016/j.asoc.2007.05.007, PII S1568494607000531
    • D. Karaboga, and B. Basturk On the performance of artificial bee colony (ABC) algorithm Appl. Soft Comput. 8 1 2008 687 697 (Pubitemid 47374599)
    • (2008) Applied Soft Computing Journal , vol.8 , Issue.1 , pp. 687-697
    • Karaboga, D.1    Basturk, B.2


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