메뉴 건너뛰기




Volumn 62, Issue 10, 2015, Pages 6486-6495

Rotor Speed-Based Bearing Fault Diagnosis (RSB-BFD) under Variable Speed and Constant Load

Author keywords

bearing fault diagnosis; principal component analysis; Rotor speed; sum square error; variable speed

Indexed keywords

BALL BEARINGS; COST BENEFIT ANALYSIS; ELECTRIC FAULT CURRENTS; FAILURE ANALYSIS; FAULT DETECTION; SPEED;

EID: 84941366369     PISSN: 02780046     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIE.2015.2416673     Document Type: Article
Times cited : (87)

References (34)
  • 1
    • 80054804158 scopus 로고    scopus 로고
    • Performance-oriented electric motors diagnostics in modern energy conversion systems
    • Feb
    • S. Choi, B. Akin, M. Rahimian, and H. Toliyat, "Performance-oriented electric motors diagnostics in modern energy conversion systems, " IEEE Trans. Ind. Electron., vol. 59, no. 2, pp. 1266-1277, Feb. 2012.
    • (2012) IEEE Trans. Ind. Electron , vol.59 , Issue.2 , pp. 1266-1277
    • Choi, S.1    Akin, B.2    Rahimian, M.3    Toliyat, H.4
  • 2
    • 0022206607 scopus 로고
    • Report of large motor reliability survey of industrial and commercial installations
    • Jul IEEE Motor Reliability Working Group
    • IEEE Motor Reliability Working Group, "Report of large motor reliability survey of industrial and commercial installations, " IEEE Trans. Ind. Appl., vol. IA-21, no. 4, pp. 853-872, Jul. 1985.
    • (1985) IEEE Trans. Ind. Appl , vol.21 , Issue.4 , pp. 853-872
  • 3
    • 79954536084 scopus 로고    scopus 로고
    • Fault detection of linear bearings in brushless ac linear motors by vibration analysis
    • May
    • C. Bianchini, F. Immovilli, M. Cocconcelli, R. Rubini, and A. Bellini, "Fault detection of linear bearings in brushless ac linear motors by vibration analysis, " IEEE Trans. Ind. Electron., vol. 58, no. 5, pp. 1684-1694, May 2011.
    • (2011) IEEE Trans. Ind. Electron , vol.58 , Issue.5 , pp. 1684-1694
    • Bianchini, C.1    Immovilli, F.2    Cocconcelli, M.3    Rubini, R.4    Bellini, A.5
  • 4
    • 51149092585 scopus 로고    scopus 로고
    • Bearing condition monitoring methods for electrical machines: A general review
    • Sep. 6-8, CD-ROM Paper
    • W. Zhou, T. G. Habetler, and R. G. Harley, "Bearing condition monitoring methods for electrical machines: A general review, " in Proc. IEEE SPEEDAM, Cracow, Poland, Sep. 6-8, 2007, pp. 3-6, CD-ROM Paper.
    • (2007) Proc IEEE SPEEDAM, Cracow, Poland , pp. 3-6
    • Zhou, W.1    Habetler, T.G.2    Harley, R.G.3
  • 5
    • 0037443803 scopus 로고    scopus 로고
    • A review of process fault detection and diagnosis Part III: Process history based methods
    • Mar
    • V. Venkatasubramanian, R. Rengaswamy, S. N. Kavuri, and K. Yin, "A review of process fault detection and diagnosis Part III: Process history based methods, " Comput. Chem. Eng., vol. 27, no. 3, pp. 327-346, Mar. 2003.
    • (2003) Comput. Chem. Eng , vol.27 , Issue.3 , pp. 327-346
    • Venkatasubramanian, V.1    Rengaswamy, R.2    Kavuri, S.N.3    Yin, K.4
  • 6
    • 29244467991 scopus 로고    scopus 로고
    • Condition monitoring and fault diagnosis of electrical machines: A review
    • Dec
    • S. Nandi and H. A. Toliyat, "Condition monitoring and fault diagnosis of electrical machines: A review, " IEEE Trans. Energy Convers., vol. 20, no. 4, pp. 719-729, Dec. 2005.
    • (2005) IEEE Trans. Energy Convers , vol.20 , Issue.4 , pp. 719-729
    • Nandi, S.1    Toliyat, H.A.2
  • 8
    • 77950788518 scopus 로고    scopus 로고
    • A review of recent advances in wind turbine condition monitoring and fault diagnosis
    • B. Lu, Y. Li, X. Wu, and Z. Yang, "A review of recent advances in wind turbine condition monitoring and fault diagnosis, " in Proc. PEMWA, 2009, pp. 1-7.
    • (2009) Proc. PEMWA , pp. 1-7
    • Lu, B.1    Li, Y.2    Wu, X.3    Yang, Z.4
  • 9
    • 84941362326 scopus 로고    scopus 로고
    • Survey of commercially available condition monitoring systems for wind turbines
    • Nov, Revision
    • C. J. Crabtree, "Survey of commercially available condition monitoring systems for wind turbines, " School Eng. Comput. Sci., Durham Univ., Durham, U.K., Nov. 2010, Revision: 05.
    • (2011) School Eng. Comput. Sci., Durham Univ., Durham, U.K. , pp. 05
    • Crabtree, C.J.1
  • 11
    • 84876240294 scopus 로고    scopus 로고
    • Bearing fault model for induction motor with externally induced vibration
    • Aug
    • F. Immovilli, C. Bianchini, M. Cocconcelli, A. Bellini, and R. Rubini, "Bearing fault model for induction motor with externally induced vibration, " IEEE Trans. Ind. Electron., vol. 60, no. 8, pp. 3408-3418, Aug. 2013.
    • (2013) IEEE Trans. Ind. Electron , vol.60 , Issue.8 , pp. 3408-3418
    • Immovilli, F.1    Bianchini, C.2    Cocconcelli, M.3    Bellini, A.4    Rubini, R.5
  • 12
    • 85079333596 scopus 로고    scopus 로고
    • Research on rolling bearing fault diagnosis with adaptive frequency selection based on LabVIEW
    • Mar
    • H. Zhang et al., "Research on rolling bearing fault diagnosis with adaptive frequency selection based on LabVIEW, " Int. J. Control Autom., vol. 7, no. 3, pp. 93-100, Mar. 2014.
    • (2014) Int. J. Control Autom , vol.7 , Issue.3 , pp. 93-100
    • Zhang, H.1
  • 13
    • 84890031429 scopus 로고    scopus 로고
    • Rolling bearing diagnosing method based on empirical mode decomposition of machine vibration signal
    • J. Dybala and R. Zimroz, "Rolling bearing diagnosing method based on empirical mode decomposition of machine vibration signal, " Appl. Acoust., vol. 77, pp. 195-203, 2014.
    • (2014) Appl. Acoust , vol.77 , pp. 195-203
    • Dybala, J.1    Zimroz, R.2
  • 14
    • 84919934435 scopus 로고    scopus 로고
    • Enabling health monitoring approach based on vibration data for accurate prognostics
    • Jan
    • K. Javed, R. Gouriveau, N. Zerhouni, and P. Nectoux, "Enabling health monitoring approach based on vibration data for accurate prognostics, " IEEE Trans. Ind. Electron., vol. 62, no. 1, pp. 647-656, Jan. 2015.
    • (2015) IEEE Trans. Ind. Electron , vol.62 , Issue.1 , pp. 647-656
    • Javed, K.1    Gouriveau, R.2    Zerhouni, N.3    Nectoux, P.4
  • 15
    • 84876205701 scopus 로고    scopus 로고
    • Bearing fault diagnosis for direct-drive wind turbines via current-demodulated signals
    • Aug
    • X. Gong and W. Qiao, "Bearing fault diagnosis for direct-drive wind turbines via current-demodulated signals" IEEE Trans. Ind. Electron., vol. 60, no. 8, pp. 3419-3428, Aug. 2013.
    • (2013) IEEE Trans. Ind. Electron , vol.60 , Issue.8 , pp. 3419-3428
    • Gong, X.1    Qiao, W.2
  • 16
    • 42549113522 scopus 로고    scopus 로고
    • Models for bearing damage detection in induction motors using stator current monitoring
    • Apr
    • 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.
    • (2008) IEEE Trans. Ind. Electron , vol.55 , Issue.4 , pp. 1813-1822
    • Blodt, M.1    Granjon, P.2    Raison, B.3    Rostaing, G.4
  • 17
    • 4344576021 scopus 로고    scopus 로고
    • Fault classification and fault signature production for rolling element bearings in electric machines
    • May/Jun
    • J. R. Stack, T. G. Habetler, and R. G. Harley, "Fault classification and fault signature production for rolling element bearings in electric machines, " IEEE Trans. Ind. Appl., vol. 40, no. 3, pp. 735-739, May/Jun. 2004.
    • (2004) IEEE Trans. Ind. Appl , vol.40 , Issue.3 , pp. 735-739
    • Stack, J.R.1    Habetler, T.G.2    Harley, R.G.3
  • 18
    • 84892705512 scopus 로고    scopus 로고
    • Robust condition monitoring and fault diagnosis of rolling element bearings using improved EEMD and statistical features
    • F. Jiang, Z. Zhu, W. Li, G. Chen, and G. Zhou, "Robust condition monitoring and fault diagnosis of rolling element bearings using improved EEMD and statistical features, " Meas. Sci. Technol., vol. 25, no. 2, pp. 1-14, 2014.
    • (2014) Meas. Sci. Technol , vol.25 , Issue.2 , pp. 1-14
    • Jiang, F.1    Zhu, Z.2    Li, W.3    Chen, G.4    Zhou, G.5
  • 19
    • 84904703993 scopus 로고    scopus 로고
    • Rolling bearing fault diagnosis based on CEEMD and time series modeling
    • Art. IDg 101867
    • L. Zhao, W. Yu, and R. Yan, "Rolling bearing fault diagnosis based on CEEMD and time series modeling, " Math. Probl. Eng., vol. 2014, 2014, Art. ID. 101867.
    • (2014) Math. Probl. Eng , vol.2014
    • Zhao, L.1    Yu, W.2    Yan, R.3
  • 20
    • 84934970878 scopus 로고    scopus 로고
    • Rolling bearing fault diagnosis under variable conditions using Hilbert-Huang transform and singular value decomposition
    • Art. ID 765621
    • H. Liu, X. Wang, and C. Lu, "Rolling bearing fault diagnosis under variable conditions using Hilbert-Huang transform and singular value decomposition, " Math. Probl. Eng., vol. 2014, 2014, Art. ID. 765621.
    • (2014) Math. Probl. Eng , vol.2014
    • Liu, H.1    Wang, X.2    Lu, C.3
  • 21
    • 84919933756 scopus 로고    scopus 로고
    • Heterogeneous feature models and feature selection applied to bearing fault diagnosis
    • Jan
    • T. W. Rauber, F. de Assis Boldt, and F. M. Varejão, "Heterogeneous feature models and feature selection applied to bearing fault diagnosis, " IEEE Trans. Ind. Electron., vol. 62, no. 1, pp. 637-646, Jan. 2015.
    • (2015) IEEE Trans. Ind. Electron , vol.62 , Issue.1 , pp. 637-646
    • Rauber, T.W.1    De Boldt, A.F.2    Varejão, F.M.3
  • 22
    • 84919933755 scopus 로고    scopus 로고
    • Vibration spectrum imaging: A novel bearing fault classification approach
    • Jan
    • M. Amar, I. Gondal, and C. Wilson, "Vibration spectrum imaging: A novel bearing fault classification approach, " IEEE Trans. Ind. Electron., vol. 62, no. 1, pp. 494-502, Jan. 2015.
    • (2015) IEEE Trans. Ind. Electron , vol.62 , Issue.1 , pp. 494-502
    • Amar, M.1    Gondal, I.2    Wilson, C.3
  • 23
    • 33645402336 scopus 로고    scopus 로고
    • An improved PCA scheme for sensor. FDI: Application to an air quality monitoring network
    • Jul
    • M. F. Harkat, G. Mourot, and J. Ragot, "An improved PCA scheme for sensor. FDI: Application to an air quality monitoring network, " J. Process Control, vol. 16, no. 6, pp. 625-634, Jul. 2006.
    • (2006) J. Process Control , vol.16 , Issue.6 , pp. 625-634
    • Harkat, M.F.1    Mourot, G.2    Ragot, J.3
  • 24
    • 67349245154 scopus 로고    scopus 로고
    • Reconstruction based contribution for process monitoring
    • Jul
    • C. F. Alcala and S. J. Qin, "Reconstruction based contribution for process monitoring, " Automatica, vol. 45, no. 7, pp. 1593-1600, Jul. 2009.
    • (2009) Automatica , vol.45 , Issue.7 , pp. 1593-1600
    • Alcala, C.F.1    Qin, S.J.2
  • 26
    • 84935842636 scopus 로고    scopus 로고
    • Sensor fault detection and isolation by robust principal component analysis
    • W. Zhang, Ed. Rijeka, Croatia: In-Tech chap. 16
    • Y. Tharrault, G. Mourot, J. Ragot, and D. Maquin, "Sensor fault detection and isolation by robust principal component analysis, " in Fault Detection, W. Zhang, Ed. Rijeka, Croatia: In-Tech, chap. 16, 2010.
    • (2011) Fault Detection
    • Tharrault, Y.1    Mourot, G.2    Ragot, J.3    Maquin, D.4
  • 27
    • 84873855648 scopus 로고    scopus 로고
    • Fault detection and diagnosis in chemical processes using sensitive principal component analysis
    • Q. Jiang, X. Yan, andW. Zhao, "Fault detection and diagnosis in chemical processes using sensitive principal component analysis, " Ind. Eng. Chem. Res., vol. 52, no. 4, pp. 1635-1644, 2013.
    • (2013) Ind. Eng. Chem. Res , vol.52 , Issue.4 , pp. 1635-1644
    • Jiang, Q.1    Yan, X.2    Zhao, W.3
  • 28
    • 84901975825 scopus 로고    scopus 로고
    • Fault detection and identification using a Kullback-Leibler divergence based multi-block principal component analysis and Bayesian inference
    • Jun
    • B. Wang, Q. Jiang, and X. Yan, "Fault detection and identification using a Kullback-Leibler divergence based multi-block principal component analysis and Bayesian inference, " Korean J. Chem. Eng., vol. 31, no. 6, pp. 930-943, Jun. 2014.
    • (2014) Korean J. Chem. Eng , vol.31 , Issue.6 , pp. 930-943
    • Wang, B.1    Jiang, Q.2    Yan, X.3
  • 29
    • 84880948685 scopus 로고    scopus 로고
    • Incipient fault detection and diagnosis based on Kullback-Leibler divergence using principal component analysis: Part i
    • Jan
    • J. Harmouche, C. Delpha, and D. Diallo, "Incipient fault detection and diagnosis based on Kullback-Leibler divergence using principal component analysis: Part I, " Signal Process., vol. 94, pp. 278-287, Jan. 2014.
    • (2014) Signal Process , vol.94 , pp. 278-287
    • Harmouche, J.1    Delpha, C.2    Diallo, D.3
  • 30
    • 84920120340 scopus 로고    scopus 로고
    • Incipient fault detection and diagnosis based on Kullback-Leibler divergence using principal component analysis: Part II
    • Apr
    • J. Harmouche, C. Delpha, and D. Diallo, "Incipient fault detection and diagnosis based on Kullback-Leibler divergence using principal component analysis: Part II, " Signal Process., vol. 109, pp. 334-344, Apr. 2015.
    • (2015) Signal Process , vol.109 , pp. 334-344
    • Harmouche, J.1    Delpha, C.2    Diallo, D.3
  • 31
    • 84919934624 scopus 로고    scopus 로고
    • WPD-PCA-based laser welding process monitoring and defects diagnosis by using FNN and SVM
    • Jan
    • D. You, X. Gao, and S. Katayama, "WPD-PCA-based laser welding process monitoring and defects diagnosis by using FNN and SVM, " IEEE Trans. Ind. Electron., vol. 62, no. 1, pp. 628-636, Jan. 2015.
    • (2015) IEEE Trans. Ind. Electron , vol.62 , Issue.1 , pp. 628-636
    • You, D.1    Gao, X.2    Katayama, S.3
  • 32
    • 1842809903 scopus 로고    scopus 로고
    • Distance measures for PCA-based face recognition
    • Apr
    • V. Perlibakas, "Distance measures for PCA-based face recognition, " Pattern Recog. Lett., vol. 25, no. 6, pp. 711-724, Apr. 2004.
    • (2004) Pattern Recog. Lett , vol.25 , Issue.6 , pp. 711-724
    • Perlibakas, V.1
  • 33
    • 84937549955 scopus 로고
    • The SCREE test for the number of factors
    • R. B. Cattell, "The SCREE test for the number of factors, " Multivariate Behav. Res., vol. 1, no. 2, pp. 245-276, 1966.
    • (1966) Multivariate Behav. Res , vol.1 , Issue.2 , pp. 245-276
    • Cattell, R.B.1
  • 34
    • 84863014249 scopus 로고    scopus 로고
    • Local and nonlocal preserving projection for bearing defect classification and performance assessment
    • May
    • J. Yu, "Local and nonlocal preserving projection for bearing defect classification and performance assessment, " IEEE Trans. Ind. Electron., vol. 59, no. 5, pp. 2363-2376, May 2012.
    • (2012) IEEE Trans. Ind. Electron , vol.59 , Issue.5 , pp. 2363-2376
    • Yu, J.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.