메뉴 건너뛰기




Volumn 22, Issue 12 PART 1, 2011, Pages 2022-2031

Data mining based full ceramic bearing fault diagnostic system using AE sensors

Author keywords

Data mining; fault diagnosis; full ceramic bearings

Indexed keywords

ACOUSTIC EMISSION SENSORS; AE SENSORS; BEARING DIAGNOSTICS; CERAMIC BEARING; CONDITION INDICATORS; FAULT CHARACTERISTICS; FAULT CLASSIFIER; FAULT DIAGNOSTIC SYSTEMS; FAULT FEATURE; FAULT TESTS; HILBERT HUANG TRANSFORMS; K NEAREST NEIGHBOR ALGORITHM; OUTER RACES; PROCESSING METHOD; STEEL COUNTERPART;

EID: 83855162819     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNN.2011.2169087     Document Type: Article
Times cited : (61)

References (41)
  • 1
    • 10444264029 scopus 로고    scopus 로고
    • Ceramic bearing for special environments
    • May
    • S. Niizeki, "Ceramic bearing for special environments," NSK J. Motion & Control, no. 8, pp. 17-22, May 2000.
    • (2000) NSK J. Motion & Control , Issue.8 , pp. 17-22
    • Niizeki, S.1
  • 3
    • 0346087438 scopus 로고    scopus 로고
    • Bearings for extreme special environments. (3). Basic performance of ceramic (silicon nitride) bearings
    • H. Takebayashi, "Bearings for extreme special environments. (3). Basic performance of ceramic (silicon nitride) bearings," KOYO Eng. J. English Edit., no. 158, pp. 67-75, 2001.
    • (2001) KOYO Eng. J. English Edit. , Issue.158 , pp. 67-75
    • Takebayashi, H.1
  • 4
    • 0033683977 scopus 로고    scopus 로고
    • Comparison of the particle filter with range-parameterized and modified polar EKFs for angle-only tracking
    • Apr.
    • S. Arulampalam and B. Ristic, "Comparison of the particle filter with range-parameterized and modified polar EKFs for angle-only tracking," Proc. SPIE, vol. 4048, pp. 288-299, Apr. 2000.
    • (2000) Proc. SPIE , vol.4048 , pp. 288-299
    • Arulampalam, S.1    Ristic, B.2
  • 5
    • 0342412711 scopus 로고
    • Development of silicon nitride for rolling contact bearing applications: A review
    • L. Y. Chao, D. K. Shetty, J. H. Adair, and J. J. Mecholsky, "Development of silicon nitride for rolling contact bearing applications: A review," J. Mater. Educat., vol. 17, nos. 5-6, pp. 245-303, 1995.
    • (1995) J. Mater. Educat. , vol.17 , Issue.5-6 , pp. 245-303
    • Chao, L.Y.1    Shetty, D.K.2    Adair, J.H.3    Mecholsky, J.J.4
  • 6
    • 0029533332 scopus 로고
    • Vibrations of hybrid ceramic ball bearings
    • H. Ohta and K. Kobayashi, "Vibrations of hybrid ceramic ball bearings," Jpn. Soc. Mech. Eng., vol. 61, no. 589, pp. 4736-4743, 1995.
    • (1995) Jpn. Soc. Mech. Eng. , vol.61 , Issue.589 , pp. 4736-4743
    • Ohta, H.1    Kobayashi, K.2
  • 7
    • 25444458177 scopus 로고
    • Engine hybrid ceramic bearings
    • Wright Patterson AFB, OH, Tech. Rep. WL-TR
    • M. Rhoads and M. Bashyam, "Engine hybrid ceramic bearings," Materials Directorate, Wright Laboratory, Wright Patterson AFB, OH, Tech. Rep. WL-TR-95-4081, 1994.
    • (1994) Materials Directorate, Wright Laboratory , pp. 95-4081
    • Rhoads, M.1    Bashyam, M.2
  • 12
    • 84901009080 scopus 로고    scopus 로고
    • The use of vibration signals for ceramic bearing prognostics
    • Cancún, Mexico Jun.
    • D. He, A. Panyala, R. Li, and J. Ma, "The use of vibration signals for ceramic bearing prognostics," in Proc. Ind. Eng. Res. Conf., Cancún, Mexico, Jun. 2010, pp. 1-8.
    • (2010) Proc. Ind. Eng. Res. Conf , pp. 1-8
    • He, D.1    Panyala, A.2    Li, R.3    Ma, J.4
  • 13
    • 83855160704 scopus 로고    scopus 로고
    • Development of integrated prognostics: An application to hybrid ceramic bearing life prediction
    • Shanghai, China Dec.
    • J. Ma and D. He, "Development of integrated prognostics: An application to hybrid ceramic bearing life prediction," in Proc. 2nd IITA Int. Joint Conf. Artif. Intell., Shanghai, China, Dec. 2010, pp. 1-6.
    • (2010) Proc. 2nd IITA Int. Joint Conf. Artif. Intell , pp. 1-6
    • Ma, J.1    He, D.2
  • 14
    • 58349119979 scopus 로고    scopus 로고
    • Seeded fault detection on helical gears with acoustic emission
    • Apr.
    • B. Eftekharnejad and D. Mba, "Seeded fault detection on helical gears with acoustic emission," Appl. Acoust., vol. 70, no. 4, pp. 547-555, Apr. 2009.
    • (2009) Appl. Acoust. , vol.70 , Issue.4 , pp. 547-555
    • Eftekharnejad, B.1    Mba, D.2
  • 15
    • 56249121858 scopus 로고    scopus 로고
    • The influence of operating condition on acoustic emission (AE) generation during meshing of helical and spur gear
    • Jan.
    • R. R. Hamzah and D. Mba, "The influence of operating condition on acoustic emission (AE) generation during meshing of helical and spur gear," Tribol. Int., vol. 42, no. 1, pp. 3-14, Jan. 2009.
    • (2009) Tribol. Int. , vol.42 , Issue.1 , pp. 3-14
    • Hamzah, R.R.1    Mba, D.2
  • 16
    • 17844386578 scopus 로고    scopus 로고
    • A review of vibration-based techniques for helicopter transmission diagnostics
    • DOI 10.1016/j.jsv.2004.02.058, PII S0022460X04003244
    • P. Samuel and D. Pines, "A review of vibration-based techniques for helicopter transmission diagnostics," J. Sound Vibrat., vol. 282, nos. 1-2, pp. 475-508, Apr. 2005. (Pubitemid 40583902)
    • (2005) Journal of Sound and Vibration , vol.282 , Issue.1-2 , pp. 475-508
    • Samuel, P.D.1    Pines, D.J.2
  • 17
    • 6344219501 scopus 로고    scopus 로고
    • Application of acoustic emission to seeded gear fault detection
    • Jan.
    • T. Toutountzakis, C. Tan, and D. Mba, "Application of acoustic emission to seeded gear fault detection," NDT & E Int., vol. 38, no. 1, pp. 27-36, Jan. 2005.
    • (2005) NDT & e Int. , vol.38 , Issue.1 , pp. 27-36
    • Toutountzakis, T.1    Tan, C.2    Mba, D.3
  • 18
    • 0033748483 scopus 로고    scopus 로고
    • Application of acoustic emission technique for the detection of defects in rolling element bearings
    • Jan.
    • A. Choudhury and N. Tandon, "Application of acoustic emission technique for the detection of defects in rolling element bearings," Tribol. Int., vol. 33, no. 1, pp. 39-45, Jan. 2000.
    • (2000) Tribol. Int. , vol.33 , Issue.1 , pp. 39-45
    • Choudhury, A.1    Tandon, N.2
  • 19
    • 0002568346 scopus 로고
    • Defect detection in rolling element bearings by acoustic emission method
    • N. Tandon and B. Nakra, "Defect detection in rolling element bearings by acoustic emission method," J. Acoust. Emiss., vol. 9, no. 1, pp. 25-28, 1990.
    • (1990) J. Acoust. Emiss. , vol.9 , Issue.1 , pp. 25-28
    • Tandon, N.1    Nakra, B.2
  • 20
    • 33749515602 scopus 로고    scopus 로고
    • A comparative experimental study on the diagnostic and prognostic capabilities of acoustics emission, vibration and spectrometric oil analysis for spur gears
    • DOI 10.1016/j.ymssp.2005.09.015, PII S0888327005001500
    • C. Tan, P. Irving, and D. Mba, "A comparative experimental study on the diagnostic and prognostic capabilities of acoustics emission, vibration and spectrometric oil analysis for spur gears," Mech. Syst. Signal Process., vol. 21, no. 1, pp. 208-233, Jan. 2007. (Pubitemid 44528228)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.1 , pp. 208-233
    • Tan, C.K.1    Irving, P.2    Mba, D.3
  • 21
    • 46749089199 scopus 로고    scopus 로고
    • The use of acoustic emission for estimation of bearing defect size
    • D. Mba, "The use of acoustic emission for estimation of bearing defect size," J. Fail. Anal. Prevent., vol. 8, no. 2, pp. 188-192, 2008.
    • (2008) J. Fail. Anal. Prevent. , vol.8 , Issue.2 , pp. 188-192
    • Mba, D.1
  • 22
    • 69049097949 scopus 로고    scopus 로고
    • Model based fault diagnosis of a rotor-bearing system for misalignment and unbalance under steady-state condition
    • Nov.
    • A. K. Jalan and A. Mohanty, "Model based fault diagnosis of a rotor-bearing system for misalignment and unbalance under steady-state condition," J. Sound Vibrat., vol. 327, nos. 3-5, pp. 604-622, Nov. 2009.
    • (2009) J. Sound Vibrat. , vol.327 , Issue.3-5 , pp. 604-622
    • Jalan, A.K.1    Mohanty, A.2
  • 23
    • 42549113522 scopus 로고    scopus 로고
    • Models for bearing damage detection in induction motors using stator current monitoring
    • DOI 10.1109/TIE.2008.917108
    • M. Blodt, P. Granjon, B. Raison, and G. Rostaing, "Models for bearing damage detection in induction motors using stator current monitoring," IEEE Trans. Ind. Electron., vol. 55, no. 4, pp. 1813-1822, Apr. 2008. (Pubitemid 351585994)
    • (2008) IEEE Transactions on Industrial Electronics , vol.55 , Issue.4 , pp. 1813-1822
    • Blodt, M.1    Granjon, P.2    Raison, B.3    Rostaing, G.4
  • 24
    • 4344641853 scopus 로고    scopus 로고
    • Bearing fault detection via autoregressive stator current modeling
    • May-Jun.
    • J. R. Stack, T. G. Habetler, and R. G. Harley, "Bearing fault detection via autoregressive stator current modeling," IEEE Trans. Ind. Appl., vol. 40, no. 3, pp. 740-747, May-Jun. 2004.
    • (2004) IEEE Trans. Ind. Appl. , vol.40 , Issue.3 , pp. 740-747
    • Stack, J.R.1    Habetler, T.G.2    Harley, R.G.3
  • 26
    • 34548035641 scopus 로고    scopus 로고
    • Rolling element bearings multi-fault classification based on the wavelet denoising and support vector machine
    • DOI 10.1016/j.ymssp.2007.02.003, PII S0888327007000349
    • S. Abbasion, A. Rafsanjani, A. Farshidianfar, and N. Irani, "Rolling element bearings multi-fault classification based on the wavelet denoising and support vector machine," Mech. Syst. Signal Process., vol. 21, no. 7, pp. 2933-2945, 2007. (Pubitemid 47284786)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.7 , pp. 2933-2945
    • Abbasion, S.1    Rafsanjani, A.2    Farshidianfar, A.3    Irani, N.4
  • 27
    • 0347526092 scopus 로고    scopus 로고
    • Artificial neural networks and support vector machines with genetic algorithm for bearing fault detection
    • Oct.-Dec.
    • B. Samanta, K. Al-Balushi, and S. Al-Araimi, "Artificial neural networks and support vector machines with genetic algorithm for bearing fault detection," Eng. Appl. Artif. Intell., vol. 16, nos. 7-8, pp. 657-665, Oct.-Dec. 2003.
    • (2003) Eng. Appl. Artif. Intell. , vol.16 , Issue.7-8 , pp. 657-665
    • Samanta, B.1    Al-Balushi, K.2    Al-Araimi, S.3
  • 28
    • 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. Jack and A. Nandi, "Fault detection using support vector machines and artificial neural networks, augmented by genetic algorithms," Mech. Syst. Signal Process., vol. 16, nos. 2-3, pp. 373-390, Mar. 2002. (Pubitemid 40000347)
    • (2002) Mechanical Systems and Signal Processing , vol.16 , Issue.2-3 , pp. 373-390
    • Jack, L.B.1    Nandi, A.K.2
  • 29
    • 0034297837 scopus 로고    scopus 로고
    • Neural-network-based motor rolling bearing fault diagnosis
    • Oct.
    • B. Li, M. Y. Chow, Y. Tipsuwan, and J. C. Hung, "Neural-network- based motor rolling bearing fault diagnosis," IEEE Trans. Ind. Electron., vol. 47, no. 5, pp. 1060-1069, Oct. 2000.
    • (2000) IEEE Trans. Ind. Electron. , vol.47 , Issue.5 , pp. 1060-1069
    • Li, B.1    Chow, M.Y.2    Tipsuwan, Y.3    Hung, J.C.4
  • 30
    • 77953119547 scopus 로고    scopus 로고
    • Convergence and objective functions of some fault/noise-injection-based online learning algorithms for RBF networks
    • Jun.
    • K. I.-J. Ho, C. Leung, and J. Sum, "Convergence and objective functions of some fault/noise-injection-based online learning algorithms for RBF networks," IEEE Trans. Neural Netw., vol. 21, no. 6, pp. 938-947, Jun. 2010.
    • (2010) IEEE Trans. Neural Netw. , vol.21 , Issue.6 , pp. 938-947
    • Ho, K.I.-J.1    Leung, C.2    Sum, J.3
  • 31
    • 77955514161 scopus 로고    scopus 로고
    • A fast algorithm for robust mixtures in the presence of measurement errors
    • Aug.
    • J. Sun and A. Kabán, "A fast algorithm for robust mixtures in the presence of measurement errors," IEEE Trans. Neural Netw., vol. 21, no. 8, pp. 1206-1220, Aug. 2010.
    • (2010) IEEE Trans. Neural Netw. , vol.21 , Issue.8 , pp. 1206-1220
    • Sun, J.1    Kabán, A.2
  • 32
    • 58649091979 scopus 로고    scopus 로고
    • A recurrent neural-network-based sensor and actuator fault detection and isolation for nonlinear systems with application to the satellite's attitude control subsystem
    • Jan.
    • H. A. Talebi, K. Khorasani, and S. Tafazoli, "A recurrent neural-network-based sensor and actuator fault detection and isolation for nonlinear systems with application to the satellite's attitude control subsystem," IEEE Trans. Neural Netw., vol. 20, no. 1, pp. 45-60, Jan. 2009.
    • (2009) IEEE Trans. Neural Netw. , vol.20 , Issue.1 , pp. 45-60
    • Talebi, H.A.1    Khorasani, K.2    Tafazoli, S.3
  • 33
    • 0033101789 scopus 로고    scopus 로고
    • The application of acoustic emission for precision drilling process monitoring
    • Mar.
    • C. Everson and S. H. Cheraghi, "The application of acoustic emission for precision drilling process monitoring," Int. J. Mach. Tools Manuf., vol. 39, no. 3, pp. 371-387, Mar. 1999.
    • (1999) Int. J. Mach. Tools Manuf. , vol.39 , Issue.3 , pp. 371-387
    • Everson, C.1    Cheraghi, S.H.2
  • 34
    • 0033506673 scopus 로고    scopus 로고
    • Acoustic emission signals for tool wear identification
    • Apr.
    • S. Dolinek and J. Kopa, "Acoustic emission signals for tool wear identification," We a r, vols. 225-229, pp. 295-303, Apr. 1999.
    • (1999) Wear , vol.225-229 , pp. 295-303
    • Dolinek, S.1    Kopa, J.2
  • 36
    • 28844481396 scopus 로고    scopus 로고
    • Gearbox fault diagnosis using empirical mode decomposition and Hilbert spectrum
    • DOI 10.1016/j.ymssp.2005.02.003, PII S0888327005000221
    • B. Liu, S. Riemenschneider, and Y. Xu, "Gearbox fault diagnosis using empirical mode decomposition and Hilbert spectrum," Mech. Syst. Signal Process., vol. 20, no. 3, pp. 718-734, 2006. (Pubitemid 41766680)
    • (2006) Mechanical Systems and Signal Processing , vol.20 , Issue.3 , pp. 718-734
    • Liu, B.1    Riemenschneider, S.2    Xu, Y.3
  • 37
    • 33947309561 scopus 로고    scopus 로고
    • Hilbert-huang transform-based vibration signal analysis for machine health monitoring
    • DOI 10.1109/TIM.2006.887042
    • R. Yan and R. Gao, "Hilbert-Huang transform-based vibration signal analysis for machine health monitoring," IEEE Trans. Instrum. Meas., vol. 55, no. 6, pp. 2320-2329, Dec. 2006. (Pubitemid 46438220)
    • (2006) IEEE Transactions on Instrumentation and Measurement , vol.55 , Issue.6 , pp. 2320-2329
    • Yan, R.1    Gao, R.X.2
  • 38
    • 70350426581 scopus 로고    scopus 로고
    • Short-circuit detection by means of empirical mode decomposition and Wigner-Ville distribution for PMSM running under dynamic condition
    • Nov.
    • J. A. Rosero, L. Romeral, J. A. Ortega, and E. Rosero, "Short-circuit detection by means of empirical mode decomposition and Wigner-Ville distribution for PMSM running under dynamic condition," IEEE Trans. Ind. Electron., vol. 56, no. 11, pp. 4534-4547, Nov. 2009.
    • (2009) IEEE Trans. Ind. Electron. , vol.56 , Issue.11 , pp. 4534-4547
    • Rosero, J.A.1    Romeral, L.2    Ortega, J.A.3    Rosero, E.4
  • 40
    • 1342286914 scopus 로고    scopus 로고
    • Induction machine fault detection using SOM-based RBF neural networks
    • Feb.
    • S. Wu and T. W. S. Chow, "Induction machine fault detection using SOM-based RBF neural networks," IEEE Trans. Ind. Electron., vol. 51, no. 1, pp. 183-194, Feb. 2004.
    • (2004) IEEE Trans. Ind. Electron. , vol.51 , Issue.1 , pp. 183-194
    • Wu, S.1    Chow, T.W.S.2
  • 41
    • 64949087144 scopus 로고    scopus 로고
    • Fault diagnosis of rolling element bearing using time-domain features and neural networks
    • Kharagpur, India, Dec.
    • B. Sreejith, A. Verma, and A. Srividya, "Fault diagnosis of rolling element bearing using time-domain features and neural networks," in Proc. 3rd IEEE Int. Conf. Ind. Inf. Syst., Kharagpur, India, Dec. 2008, pp. 1-6.
    • (2008) Proc. 3rd. IEEE Int. Conf. Ind. Inf. Syst , pp. 1-6
    • Sreejith, B.1    Verma, A.2    Srividya, A.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.