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Volumn 58, Issue 11, 2011, Pages 5263-5270

FPGA-based online detection of multiple combined faults in induction motors through information entropy and fuzzy inference

Author keywords

Combined fault diagnosis; field programmable gate arrays (FPGAs); fuzzy logic; induction motors; information entropy

Indexed keywords

BEARING DEFECT; BROKEN ROTOR BAR; COMBINED FAULT DIAGNOSIS; FIELD PROGRAMMABLE GATE ARRAYS (FPGAS); FUZZY LOGIC ANALYSIS; FUZZY LOGIC INFERENCE; HARDWARE IMPLEMENTATIONS; INFORMATION ENTROPY; MONITORING SYSTEM; NOVEL METHODOLOGY; ON-LINE DETECTION; PROCESSING TECHNIQUE; PRODUCT QUALITY; ROTARY MACHINE; ROTATING MACHINE; SIGNAL PROCESSING TECHNIQUE; SQUIRREL CAGE INDUCTION MOTOR; STEADY-STATE CURRENTS;

EID: 80052618989     PISSN: 02780046     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIE.2011.2123858     Document Type: Article
Times cited : (136)

References (45)
  • 1
    • 0025513448 scopus 로고
    • Reliability improvement and economic benefits of on-line monitoring systems for large induction machines
    • Nov./Dec
    • D. J. Siyambalapitiya and P. G. Mclaren, "Reliability improvement and economic benefits of on-line monitoring systems for large induction machines," IEEE Trans. Ind. Appl., vol. 26, no. 6, pp. 1018-1025, Nov./Dec. 1990.
    • (1990) IEEE Trans. Ind. Appl. , vol.26 , Issue.6 , pp. 1018-1025
    • Siyambalapitiya, D.J.1    Mclaren, P.G.2
  • 2
    • 57749196360 scopus 로고    scopus 로고
    • Advances in diagnostic techniques for induction machines
    • Dec.
    • A. Bellini, F. Filippetti, C. Tassoni, and G.-A. Capolino, "Advances in diagnostic techniques for induction machines," IEEE Trans. Ind. Electron., vol. 55, no. 12, pp. 4109-4126, Dec. 2008.
    • (2008) IEEE Trans. Ind. Electron. , vol.55 , Issue.12 , pp. 4109-4126
    • Bellini, A.1    Filippetti, F.2    Tassoni, C.3    Capolino, G.-A.4
  • 4
    • 29244467991 scopus 로고    scopus 로고
    • Condition monitoring and fault diagnosis of electrical motors - A review
    • DOI 10.1109/TEC.2005.847955
    • S. Nandi, H. A. Toliyat, and X. Li, "Condition monitoring and fault diagnosis of electrical motors-A review," IEEE Trans. Energy Convers., vol. 20, no. 4, pp. 719-729, Dec. 2005. (Pubitemid 41830047)
    • (2005) IEEE Transactions on Energy Conversion , vol.20 , Issue.4 , pp. 719-729
    • Nandi, S.1    Toliyat, H.A.2    Li, X.3
  • 5
    • 0034297416 scopus 로고    scopus 로고
    • A review of induction motors signature analysis as a medium for faults detection
    • Oct.
    • M. El Hachemi Benbouzid, "A review of induction motors signature analysis as a medium for faults detection," IEEE Trans. Ind. Electron., vol. 47, no. 5, pp. 984-993, Oct. 2000.
    • (2000) IEEE Trans. Ind. Electron. , vol.47 , Issue.5 , pp. 984-993
    • El Hachemi Benbouzid, M.1
  • 6
    • 67349234200 scopus 로고    scopus 로고
    • Detection of combined faults in induction machines with stator parallel branches through the DWT of the startup current
    • Oct.
    • J. Antonino-Daviu, P. J. Rodriguez, M. Riera-Guasp, M. Pineda-Sanchez, and A. Arkkio, "Detection of combined faults in induction machines with stator parallel branches through the DWT of the startup current," Mech. Syst. Signal Process., vol. 23, no. 7, pp. 2336-2351, Oct. 2009.
    • (2009) Mech. Syst. Signal Process. , vol.23 , Issue.7 , pp. 2336-2351
    • Antonino-Daviu, J.1    Rodriguez, P.J.2    Riera-Guasp, M.3    Pineda-Sanchez, M.4    Arkkio, A.5
  • 7
    • 33947399741 scopus 로고    scopus 로고
    • Adaptive neural fuzzy inference system for the detection of inter-turn insulation and bearing wear faults in induction motor
    • DOI 10.1109/TIE.2006.888789
    • M. S. Ballal, Z. J. Khan, H. M. Suryawanshi, and R. L. Sonolikar, "Adaptive neural fuzzy inference system for the detection of inter-turn insulation and bearing wear faults in induction motor," IEEE Trans. Ind. Electron., vol. 54, no. 1, pp. 250-258, Feb. 2007. (Pubitemid 46444022)
    • (2007) IEEE Transactions on Industrial Electronics , vol.54 , Issue.1 , pp. 250-258
    • Ballal, M.S.1    Khan, Z.J.2    Suryawanshi, H.M.3    Sonolikar, R.L.4
  • 8
    • 70349272168 scopus 로고    scopus 로고
    • Enhancement of signal denoising and multiple fault signatures detecting in rotating machinery using dual-tree complex wavelet transform
    • Jan
    • Y.Wang, Z. He, and Y. Zi, "Enhancement of signal denoising and multiple fault signatures detecting in rotating machinery using dual-tree complex wavelet transform," Mech. Syst. Signal Process., vol. 24, no. 1, pp. 119-137, Jan. 2010.
    • (2010) Mech. Syst. Signal Process. , vol.24 , Issue.1 , pp. 119-137
    • Wang, Y.1    He, Z.2    Zi, Y.3
  • 9
    • 44349192213 scopus 로고    scopus 로고
    • Automatic online diagnosis algorithm for broken-bar detection on induction motors based on discrete wavelet transform for FPGA implementation
    • DOI 10.1109/TIE.2008.918613
    • A. Ordaz-Moreno, R. J. Romero-Troncoso, J. A. Vite-Frias, J. R. Rivera-Guillen, and A. Garcia-Perez, "Automatic online diagnosis algorithm for broken-bar detection on induction motors based on discrete wavelet transform for FPGA implementation," IEEE Trans. Ind. Electron., vol. 55, no. 5, pp. 2193-2202, May 2008. (Pubitemid 351728770)
    • (2008) IEEE Transactions on Industrial Electronics , vol.55 , Issue.5 , pp. 2193-2202
    • Ordaz-Moreno, A.1    De Romero-Troncoso, R.J.2    Vite-Frias, J.A.3    Rivera-Gillen, J.R.4    Garcia-Perez, A.5
  • 10
    • 70350381826 scopus 로고    scopus 로고
    • Instantaneous frequency of the left sideband harmonic during the start-up transient: A new method for diagnosis of broken bars
    • Nov.
    • M. Pineda-Sanchez, M. Riera-Guasp, J. A. Antonio-Daviu, J. Roger-Folch, J. Perez-Cruz, and R. Puche-Panadero, "Instantaneous frequency of the left sideband harmonic during the start-up transient: A new method for diagnosis of broken bars," IEEE Trans. Ind. Electron., vol. 56, no. 11, pp. 4557-4570, Nov. 2009.
    • (2009) IEEE Trans. Ind. Electron. , vol.56 , Issue.11 , pp. 4557-4570
    • Pineda-Sanchez, M.1    Riera-Guasp, M.2    Antonio-Daviu, J.A.3    Roger-Folch, J.4    Perez-Cruz, J.5    Puche-Panadero, R.6
  • 11
    • 77949261515 scopus 로고    scopus 로고
    • Detection of broken rotor bars in induction motors using nonlinear Kalman filters
    • Apr
    • F. Karami, J. Poshtan, and M. Poshtan, "Detection of broken rotor bars in induction motors using nonlinear Kalman filters," ISA Trans., vol. 49, no. 2, pp. 189-195, Apr. 2010.
    • (2010) ISA Trans. , vol.49 , Issue.2 , pp. 189-195
    • Karami, F.1    Poshtan, J.2    Poshtan, M.3
  • 13
    • 79954592396 scopus 로고    scopus 로고
    • An automated procedure for detection and identification of ball bearing damage using multivariate statistics and pattern recognition
    • Aug
    • I. Trendafilova, "An automated procedure for detection and identification of ball bearing damage using multivariate statistics and pattern recognition," Mech. Syst. Signal Process., vol. 24, no. 6, pp. 1858-1869, Aug. 2010.
    • (2010) Mech. Syst. Signal Process. , vol.24 , Issue.6 , pp. 1858-1869
    • Trendafilova, I.1
  • 14
    • 77249173699 scopus 로고    scopus 로고
    • Application of mother wavelet functions for automatic gear and bearing fault diagnosis
    • Jun
    • J. Rafiee, M. A. Rafiee, and P. W. Tse, "Application of mother wavelet functions for automatic gear and bearing fault diagnosis," Expert Syst. Appl., vol. 37, no. 6, pp. 4568-4579, Jun. 2010.
    • (2010) Expert Syst. Appl. , vol.37 , Issue.6 , pp. 4568-4579
    • Rafiee, J.1    Rafiee, M.A.2    Tse, P.W.3
  • 15
    • 72749100972 scopus 로고    scopus 로고
    • Stator current and motor efficiency as indicators for different types of bearing faults in induction motors
    • Jan
    • L. Frosini and E. Bassi, "Stator current and motor efficiency as indicators for different types of bearing faults in induction motors," IEEE Trans. Ind. Electron., vol. 57, no. 1, pp. 244-251, Jan. 2010.
    • (2010) IEEE Trans. Ind. Electron. , vol.57 , Issue.1 , pp. 244-251
    • Frosini, L.1    Bassi, E.2
  • 17
    • 67349262338 scopus 로고    scopus 로고
    • Experimental investigations on vibration response of misaligned rotors
    • Oct.
    • T. H. Patel and K. Darpe, "Experimental investigations on vibration response of misaligned rotors," Mech. Syst. Signal Process., vol. 23, no. 7, pp. 2236-2252, Oct. 2009.
    • (2009) Mech. Syst. Signal Process. , vol.23 , Issue.7 , pp. 2236-2252
    • Patel, T.H.1    Darpe, K.2
  • 18
    • 70349417730 scopus 로고    scopus 로고
    • Fault induction dynamic model, suitable for computer simulation: Simulation results and experimental validation
    • Jan
    • L. M. Rabelo-Baccarini, B. Rodrigues-Menezes, and W. Matos-Caminhas, "Fault induction dynamic model, suitable for computer simulation: Simulation results and experimental validation," Mech. Syst. Signal Process., vol. 24, no. 1, pp. 300-311, Jan. 2010.
    • (2010) Mech. Syst. Signal Process. , vol.24 , Issue.1 , pp. 300-311
    • Rabelo-Baccarini, L.M.1    Rodrigues-Menezes, B.2    Matos-Caminhas, W.3
  • 20
    • 75849143601 scopus 로고    scopus 로고
    • Eigenvector/eigenvalue analysis of a 3D current referential fault detection and diagnosis of an induction motor
    • May
    • V. F. Pires, J. F. Martins, and A. J. Pires, "Eigenvector/eigenvalue analysis of a 3D current referential fault detection and diagnosis of an induction motor," Energy Convers. Manage., vol. 51, no. 5, pp. 901-907, May 2010.
    • (2010) Energy Convers. Manage. , vol.51 , Issue.5 , pp. 901-907
    • Pires, V.F.1    Martins, J.F.2    Pires, A.J.3
  • 21
    • 40449132956 scopus 로고    scopus 로고
    • Fault detection in induction machines using power spectral density in wavelet decomposition
    • DOI 10.1109/TIE.2007.911960
    • J. Cusido, L. Romeral, J. A. Ortega, J. A. Rosero, and A. Garcia-Espinosa, "Fault detection in induction machines using power spectral density in wavelet decomposition," IEEE Trans. Ind. Electron., vol. 55, no. 2, pp. 633-643, Feb. 2008. (Pubitemid 351344237)
    • (2008) IEEE Transactions on Industrial Electronics , vol.55 , Issue.2 , pp. 633-643
    • Cusido, J.1    Romeral, L.2    Ortega, J.A.3    Rosero, J.A.4    Espinosa, A.G.5
  • 22
    • 33845464729 scopus 로고    scopus 로고
    • Multi-agent decision fusion for motor fault diagnosis
    • DOI 10.1016/j.ymssp.2006.03.003, PII S0888327006000641
    • G. Niu, T. Han, B.-S. Yang, and A. C. C. Tan, "Multi-agent decision fusion for motor fault diagnosis," Mech. Syst. Signal Process., vol. 21, no. 3, pp. 1285-1299, Apr. 2007. (Pubitemid 44909384)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.3 , pp. 1285-1299
    • Niu, G.1    Han, T.2    Yang, B.-S.3    Tan, A.C.C.4
  • 23
    • 67349130224 scopus 로고    scopus 로고
    • Fault detection and diagnosis in a set inverter-induction machine through multidimensional membership function and pattern recognition
    • Jun.
    • O. Ondel, G. Clerc, E. Boutleux, and E. Blanco, "Fault detection and diagnosis in a set inverter-induction machine through multidimensional membership function and pattern recognition," IEEE Trans. Energy Convers., vol. 24, no. 2, pp. 431-441, Jun. 2009.
    • (2009) IEEE Trans. Energy Convers. , vol.24 , Issue.2 , pp. 431-441
    • Ondel, O.1    Clerc, G.2    Boutleux, E.3    Blanco, E.4
  • 24
    • 68249159452 scopus 로고    scopus 로고
    • Diagnosis of broken-bar fault in induction machines using discrete wavelet transform without slip estimation
    • Jul./Aug
    • S. H. Kia, H. Henao, and G.-A. Capolino, "Diagnosis of broken-bar fault in induction machines using discrete wavelet transform without slip estimation," IEEE Trans. Ind. Appl., vol. 45, no. 4, pp. 1395-1404, Jul./Aug. 2009.
    • (2009) IEEE Trans. Ind. Appl. , vol.45 , Issue.4 , pp. 1395-1404
    • Kia, S.H.1    Henao, H.2    Capolino, G.-A.3
  • 26
    • 78049429247 scopus 로고    scopus 로고
    • Application to induction motor faults diagnosis of the amplitude recovery method combined with FFT
    • Nov
    • Y. Liu, L. Guo, Q. Wang, G. An, M. Guo, and H. Lian, "Application to induction motor faults diagnosis of the amplitude recovery method combined with FFT," Mech. Syst. Signal Process., vol. 24, no. 8, pp. 2961-2971, Nov. 2010.
    • (2010) Mech. Syst. Signal Process. , vol.24 , Issue.8 , pp. 2961-2971
    • Liu, Y.1    Guo, L.2    Wang, Q.3    An, G.4    Guo, M.5    Lian, H.6
  • 28
    • 67349182886 scopus 로고    scopus 로고
    • Transient detection of eccentricityrelated components in induction motors through the Hilbert-Huang transform
    • Jul.
    • J. Antonino-Daviu, P. J. Rodriguez, M. Riera-Guasp, A. Arkkio, J. Roger-Folch, and R. B. Perez, "Transient detection of eccentricityrelated components in induction motors through the Hilbert-Huang transform," Energy Convers. Manage., vol. 50, no. 7, pp. 1810-1820, Jul. 2009.
    • (2009) Energy Convers. Manage. , vol.50 , Issue.7 , pp. 1810-1820
    • Antonino-Daviu, J.1    Rodriguez, P.J.2    Riera-Guasp, M.3    Arkkio, A.4    Roger-Folch, J.5    Perez, R.B.6
  • 29
    • 84870027064 scopus 로고    scopus 로고
    • Disturbance source identification of voltage sags based on Hilbert-Huang transform
    • Chengdu, China
    • L. Yang, J. Yu, and Y. Lai, "Disturbance source identification of voltage sags based on Hilbert-Huang transform," in Proc. APPEEC, Chengdu, China, 2010, pp. 1-4.
    • (2010) Proc. APPEEC , pp. 1-4
    • Yang, L.1    Yu, J.2    Lai, Y.3
  • 30
    • 77955428535 scopus 로고    scopus 로고
    • Predicting remaining useful life of rotating machinery based artificial neural network
    • Aug
    • A. K. Mahamad, S. Saon, and T. Hiyama, "Predicting remaining useful life of rotating machinery based artificial neural network," Comput. Math. Appl., vol. 60, no. 4, pp. 1078-1087, Aug. 2010.
    • (2010) Comput. Math. Appl. , vol.60 , Issue.4 , pp. 1078-1087
    • Mahamad, A.K.1    Saon, S.2    Hiyama, T.3
  • 31
    • 2942525326 scopus 로고    scopus 로고
    • Bearing fault diagnosis based on wavelet transform and fuzzy inference
    • Sep.
    • X. Lou and K. A. Loparo, "Bearing fault diagnosis based on wavelet transform and fuzzy inference," Mech. Syst. Signal Process., vol. 18, no. 5, pp. 1077-1095, Sep. 2004.
    • (2004) Mech. Syst. Signal Process. , vol.18 , Issue.5 , pp. 1077-1095
    • Lou, X.1    Loparo, K.A.2
  • 32
    • 67649604414 scopus 로고    scopus 로고
    • Online detection of broken rotor bars in induction motors by wavelet packet decomposition and artificial neural networks
    • Jul.
    • A. Sadeghian, Z. Ye, and B. Wu, "Online detection of broken rotor bars in induction motors by wavelet packet decomposition and artificial neural networks," IEEE Trans. Instrum. Meas., vol. 58, no. 7, pp. 2253-2263, Jul. 2009.
    • (2009) IEEE Trans. Instrum. Meas. , vol.58 , Issue.7 , pp. 2253-2263
    • Sadeghian, A.1    Ye, Z.2    Wu, B.3
  • 33
    • 70350426580 scopus 로고    scopus 로고
    • A novel monitoring of load level and broken bar fault severity applied to squirrel-cage induction motors using a genetic algorithm
    • Nov.
    • H. Razik, M. B. de Rossiter-Correa, and E. R. C. da Silva, "A novel monitoring of load level and broken bar fault severity applied to squirrel-cage induction motors using a genetic algorithm," IEEE Trans. Ind. Electron., vol. 56, no. 11, pp. 4615-4626, Nov. 2009.
    • (2009) IEEE Trans. Ind. Electron. , vol.56 , Issue.11 , pp. 4615-4626
    • Razik, H.1    De Rossiter-Correa, M.B.2    Da Silva, E.R.C.3
  • 34
    • 76349113582 scopus 로고    scopus 로고
    • Novel hardware processing unit for dynamic on-line entropy estimation of discrete time information
    • Mar
    • E. Cabal-Yepez, R. J. Romero-Troncoso, A. Garcia-Perez, and C. Rodriguez-Donate, "Novel hardware processing unit for dynamic on-line entropy estimation of discrete time information," Digit. Signal Process., vol. 20, no. 2, pp. 337-346, Mar. 2010.
    • (2010) Digit. Signal Process. , vol.20 , Issue.2 , pp. 337-346
    • Cabal-Yepez, E.1    Romero-Troncoso, R.J.2    Garcia-Perez, A.3    Rodriguez-Donate, C.4
  • 35
    • 77951207585 scopus 로고    scopus 로고
    • Bearing fault diagnosis using multi-scale entropy and adaptive neuro-fuzzy inference
    • Aug
    • L. Zhang, G. Xiong, H. Liu, H. Zou, andW. Guo, "Bearing fault diagnosis using multi-scale entropy and adaptive neuro-fuzzy inference," Expert Syst. Appl., vol. 37, no. 8, pp. 6077-6085, Aug. 2010.
    • (2010) Expert Syst. Appl. , vol.37 , Issue.8 , pp. 6077-6085
    • Zhang, L.1    Xiong, G.2    Liu, H.3    Zou, H.4    Guo, W.5
  • 36
    • 80051711986 scopus 로고    scopus 로고
    • Fault diagnosis in industrial induction machines through discrete wavelet transform
    • Sep
    • A. Bouzida, O. Touhami, R. Ibtiouen, M. Fadel, A. Rezzoug, and A. Beloucherani, "Fault diagnosis in industrial induction machines through discrete wavelet transform," IEEE Trans. Ind. Electron., vol. 58, no. 9, pp. 4385-4395, Sep. 2011.
    • (2011) IEEE Trans. Ind. Electron. , vol.58 , Issue.9 , pp. 4385-4395
    • Bouzida, A.1    Touhami, O.2    Ibtiouen, R.3    Fadel, M.4    Rezzoug, A.5    Beloucherani, A.6
  • 37
    • 80051710796 scopus 로고    scopus 로고
    • Detection of induction motor faults in inverter drives using inverter input current analysis
    • Sep
    • I. Georgakopoulos, E.Mitronikas, and A. Safacas, "Detection of induction motor faults in inverter drives using inverter input current analysis," IEEE Trans. Ind. Electron., vol. 58, no. 9, pp. 4365-4373, Sep. 2011.
    • (2011) IEEE Trans. Ind. Electron. , vol.58 , Issue.9 , pp. 4365-4373
    • Georgakopoulos, I.1    Mitronikas, E.2    Safacas, A.3
  • 38
    • 84856043672 scopus 로고
    • A mathematical theory of communication
    • Jul. and Oct.
    • C. E. Shannon, "A mathematical theory of communication," Bell Syst. Tech. J., vol. 27, pp. 379-423, Jul. and Oct. 1948.
    • (1948) Bell Syst. Tech. J. , vol.27 , pp. 379-423
    • Shannon, C.E.1
  • 39
    • 0000980875 scopus 로고
    • Computer multiplication and division using binary logarithms
    • Aug.
    • J. N. Mitchell, "Computer multiplication and division using binary logarithms," IRE Trans. Electron. Comput., vol. 11, no. 4, pp. 512-517, Aug. 1962.
    • (1962) IRE Trans. Electron. Comput. , vol.11 , Issue.4 , pp. 512-517
    • Mitchell, J.N.1
  • 41
    • 0003826349 scopus 로고
    • Selected Papers by L. A. Zadeh. Chichester U.K.: Wiley
    • L. A. Zadeh, Fuzzy Sets and Applications: Selected Papers by L. A. Zadeh. Chichester, U.K.: Wiley, 1987.
    • (1987) Fuzzy Sets and Applications
    • Zadeh, L.A.1
  • 43
    • 66149092024 scopus 로고    scopus 로고
    • Dynamic calibration and occlusion handling algorithms for lane tracking
    • May
    • B.-F. Wu, C.-T. Lin, and Y.-L. Chen, "Dynamic calibration and occlusion handling algorithms for lane tracking," IEEE Trans. Ind. Electron., vol. 56, no. 5, pp. 1757-1773, May 2009.
    • (2009) IEEE Trans. Ind. Electron. , vol.56 , Issue.5 , pp. 1757-1773
    • Wu, B.-F.1    Lin, C.-T.2    Chen, Y.-L.3


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