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Volumn 2014, Issue , 2014, Pages

Empirical mode decomposition and neural networks on FPGA for fault diagnosis in induction motors

Author keywords

[No Author keywords available]

Indexed keywords

ARTICLE; ARTIFICIAL NEURAL NETWORK; EMPIRICAL MODE DECOMPOSITION; EQUIPMENT; FIELD PROGRAMMABLE GATE ARRAY; INDUCTION MOTOR; METHODOLOGY; NONLINEAR SYSTEM; ONLINE SYSTEM; POWER SUPPLY; SIGNAL PROCESSING; ALGORITHM; HUMAN;

EID: 84896364160     PISSN: None     EISSN: 1537744X     Source Type: Journal    
DOI: 10.1155/2014/908140     Document Type: Article
Times cited : (49)

References (43)
  • 1
    • 15044343813 scopus 로고    scopus 로고
    • A review of stator fault monitoring techniques of induction motors
    • DOI 10.1109/TEC.2004.837304
    • Siddique A., Yadava G. S., Singh B., A review of stator fault monitoring techniques of induction motors. IEEE Transactions on Energy Conversion 2005 20 1 106 114 2-s2.0-15044343813 10.1109/TEC.2004.837304 (Pubitemid 40377529)
    • (2005) IEEE Transactions on Energy Conversion , vol.20 , Issue.1 , pp. 106-114
    • Siddique, A.1    Yadava, G.S.2    Singh, B.3
  • 2
    • 0034297416 scopus 로고    scopus 로고
    • A review of induction motors signature analysis as a medium for faults detection
    • 2-s2.0-0034297416 10.1109/41.873206
    • Benbouzid M. E. H., A review of induction motors signature analysis as a medium for faults detection. IEEE Transactions on Industrial Electronics 2000 47 5 984 993 2-s2.0-0034297416 10.1109/41.873206
    • (2000) IEEE Transactions on Industrial Electronics , vol.47 , Issue.5 , pp. 984-993
    • Benbouzid, M.E.H.1
  • 3
    • 84870404381 scopus 로고    scopus 로고
    • A review on empirical mode decomposition in fault diagnosis of rotating machinery
    • 10.1016/j.ymssp.2012.09.015
    • Lei Y., Lin J., He Z., Zuo M., A review on empirical mode decomposition in fault diagnosis of rotating machinery. Mechanical Systems and Signal Processing 2013 35 1-2 108 126 10.1016/j.ymssp.2012.09.015
    • (2013) Mechanical Systems and Signal Processing , vol.35 , Issue.1-2 , pp. 108-126
    • Lei, Y.1    Lin, J.2    He, Z.3    Zuo, M.4
  • 6
    • 79951769436 scopus 로고    scopus 로고
    • Vibration signal analysis for electrical fault detection of induction machine using neural networks
    • 2-s2.0-79951769436 10.1007/s00521-010-0512-3
    • Su H., Chong K. T., Ravi Kumar R., Vibration signal analysis for electrical fault detection of induction machine using neural networks. Neural Computing and Applications 2011 20 2 183 194 2-s2.0-79951769436 10.1007/s00521-010-0512-3
    • (2011) Neural Computing and Applications , vol.20 , Issue.2 , pp. 183-194
    • Su, H.1    Chong, K.T.2    Ravi Kumar, R.3
  • 7
    • 33751540726 scopus 로고    scopus 로고
    • Fault detection in induction motors using Hilbert and Wavelet transforms
    • DOI 10.1007/s00202-005-0339-6
    • Jiménez G. A., Muñoz A. O., Duarte-Mermoud M. A., Fault detection in induction motors using Hilbert and Wavelet transforms. Electrical Engineering 2007 89 3 205 220 2-s2.0-33751540726 10.1007/s00202-005-0339-6 (Pubitemid 44833164)
    • (2007) Electrical Engineering , vol.89 , Issue.3 , pp. 205-220
    • Jimenez, G.A.1    Munoz, A.O.2    Duarte-Mermoud, M.A.3
  • 9
    • 79954497420 scopus 로고    scopus 로고
    • The application of high-resolution spectral analysis for identifying multiple combined faults in induction motors
    • 2-s2.0-79954497420 10.1109/TIE.2010.2051398
    • Garcia-Perez A., Romero-Troncoso R. D. J., Cabal-Yepez E., Osornio-Rios R. A., The application of high-resolution spectral analysis for identifying multiple combined faults in induction motors. IEEE Transactions on Industrial Electronics 2011 58 5 2002 2010 2-s2.0-79954497420 10.1109/TIE.2010.2051398
    • (2011) IEEE Transactions on Industrial Electronics , vol.58 , Issue.5 , pp. 2002-2010
    • Garcia-Perez, A.1    Romero-Troncoso, R.D.J.2    Cabal-Yepez, E.3    Osornio-Rios, R.A.4
  • 11
    • 84871396801 scopus 로고    scopus 로고
    • A data-driven noise reduction method and its application for the enhancement of stress wave signals
    • 353081 10.1100/2012/353081
    • Feng H.-L., Fang Y.-M., Xiang X.-Q., Li J., A data-driven noise reduction method and its application for the enhancement of stress wave signals. The Scientific World Journal 2012 2012 7 353081 10.1100/2012/353081
    • (2012) The Scientific World Journal , vol.2012 , pp. 7
    • Feng, H.-L.1    Fang, Y.-M.2    Xiang, X.-Q.3    Li, J.4
  • 12
    • 18144399334 scopus 로고    scopus 로고
    • A comparison study of improved Hilbert-Huang transform and wavelet transform: Application to fault diagnosis for rolling bearing
    • DOI 10.1016/j.ymssp.2004.01.006, PII S0888327004000111
    • Peng Z. K., Tse P. W., Chu F. L., A comparison study of improved Hilbert-Huang transform and wavelet transform: application to fault diagnosis for rolling bearing. Mechanical Systems and Signal Processing 2005 19 5 974 988 2-s2.0-18144399334 10.1016/j.ymssp.2004.01.006 (Pubitemid 40612481)
    • (2005) Mechanical Systems and Signal Processing , vol.19 , Issue.5 , pp. 974-988
    • Peng, Z.K.1    Tse, P.W.2    Chu, F.L.3
  • 14
    • 33746305867 scopus 로고    scopus 로고
    • Improvement of the EMD method and applications in defect diagnosis of ball bearings
    • DOI 10.1088/0957-0233/17/8/043, PII S0957023306211494, 043
    • Du Q., Yang S., Improvement of the EMD method and applications in defect diagnosis of ball bearings. Measurement Science and Technology 2006 17 8 2355 2361 2-s2.0-33746305867 10.1088/0957-0233/17/8/043 (Pubitemid 44102283)
    • (2006) Measurement Science and Technology , vol.17 , Issue.8 , pp. 2355-2361
    • Du, Q.1    Yang, S.2
  • 15
    • 34249718434 scopus 로고    scopus 로고
    • Application of the EMD method in the vibration analysis of ball bearings
    • DOI 10.1016/j.ymssp.2007.01.006, PII S0888327007000295
    • Du Q., Yang S., Application of the EMD method in the vibration analysis of ball bearings. Mechanical Systems and Signal Processing 2007 21 6 2634 2644 2-s2.0-34249718434 10.1016/j.ymssp.2007.01.006 (Pubitemid 46829763)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.6 , pp. 2634-2644
    • Du, Q.1    Yang, S.2
  • 17
    • 34250727204 scopus 로고    scopus 로고
    • A fault diagnosis approach for broken rotor bars based on emd and envelope analysis
    • DOI 10.1016/S1006-1266(07)60073-X, PII S100612660760073X
    • Zhang J., Zhu N., Yang L., Yao Q., Lu Q., A fault diagnosis approach for broken rotor bars based on EMD and envelope analysis. Journal of China University of Mining and Technology 2007 17 2 205 209 2-s2.0-34250727204 10.1016/S1006-1266(07)60073-X (Pubitemid 46959137)
    • (2007) Journal of China University of Mining and Technology , vol.17 , Issue.2 , pp. 205-209
    • Zhang, J.W.1    Zhu, N.H.2    Yang, L.3    Yao, Q.4    Lu, Q.5
  • 18
    • 33746053848 scopus 로고    scopus 로고
    • Rotor broken-bar fault diagnosis of induction motor based on HHT of the startup electromagnetic torque
    • DOI 10.1007/s11460-006-0022-3
    • Niu F.-L., Huang J., Yang J.-Q., Chen L.-Y., Jin H., Rotor broken-bar fault diagnosis of induction motor based on HHT of the startup electromagnetic torque. Frontiers of Electrical and Electronic Engineering in China 2006 1 2 188 193 2-s2.0-33746053848 10.1007/s11460-006-0022-3 (Pubitemid 44072611)
    • (2006) Frontiers of Electrical and Electronic Engineering in China , vol.1 , Issue.2 , pp. 188-193
    • Niu, F.-L.1    Huang, J.2    Yang, J.-Q.3    Chen, L.-Y.4    Jin, H.5
  • 22
    • 27644585905 scopus 로고    scopus 로고
    • The processing of rotor startup signals based on empirical mode decomposition
    • DOI 10.1016/j.ymssp.2004.07.001, PII S0888327004001086
    • Gai G., The processing of rotor startup signals based on empirical mode decomposition. Mechanical Systems and Signal Processing 2006 20 1 222 235 2-s2.0-27644585905 10.1016/j.ymssp.2004.07.001 (Pubitemid 41566170)
    • (2006) Mechanical Systems and Signal Processing , vol.20 , Issue.1 , pp. 222-235
    • Gai, G.1
  • 23
    • 67849132406 scopus 로고    scopus 로고
    • Coupled bending-torsional vibration analysis of rotor with rub and crack
    • 2-s2.0-67849132406 10.1016/j.jsv.2009.05.020
    • Patel T. H., Darpe A. K., Coupled bending-torsional vibration analysis of rotor with rub and crack. Journal of Sound and Vibration 2009 326 3-5 740 752 2-s2.0-67849132406 10.1016/j.jsv.2009.05.020
    • (2009) Journal of Sound and Vibration , vol.326 , Issue.3-5 , pp. 740-752
    • Patel, T.H.1    Darpe, A.K.2
  • 25
    • 64949175521 scopus 로고    scopus 로고
    • Fault diagnosis of partial rub and looseness in rotating machinery using Hilbert-Huang transform
    • 2-s2.0-64949175521 10.1007/s12206-008-0714-0
    • Lee S.-M., Choi Y.-S., Fault diagnosis of partial rub and looseness in rotating machinery using Hilbert-Huang transform. Journal of Mechanical Science and Technology 2008 22 11 2151 2162 2-s2.0-64949175521 10.1007/s12206-008-0714-0
    • (2008) Journal of Mechanical Science and Technology , vol.22 , Issue.11 , pp. 2151-2162
    • Lee, S.-M.1    Choi, Y.-S.2
  • 29
    • 79956283096 scopus 로고    scopus 로고
    • Hardware implementation of EMD using DSP and FPGA for online signal processing
    • 2-s2.0-79956283096 10.1109/TIE.2010.2060454
    • Lee M.-H., Shyu K.-K., Lee P.-L., Huang C.-M., Chiu Y.-J., Hardware implementation of EMD using DSP and FPGA for online signal processing. IEEE Transactions on Industrial Electronics 2011 58 6 2473 2481 2-s2.0-79956283096 10.1109/TIE.2010.2060454
    • (2011) IEEE Transactions on Industrial Electronics , vol.58 , Issue.6 , pp. 2473-2481
    • Lee, M.-H.1    Shyu, K.-K.2    Lee, P.-L.3    Huang, C.-M.4    Chiu, Y.-J.5
  • 32
    • 0036664319 scopus 로고    scopus 로고
    • Classification of wavelet map patterns using multi-layer neural networks for gear fault detection
    • 2-s2.0-0036664319 10.1006/mssp.2002.1488
    • Chen D., Wang W. J., Classification of wavelet map patterns using multi-layer neural networks for gear fault detection. Mechanical Systems and Signal Processing 2002 16 4 695 704 2-s2.0-0036664319 10.1006/mssp.2002.1488
    • (2002) Mechanical Systems and Signal Processing , vol.16 , Issue.4 , pp. 695-704
    • Chen, D.1    Wang, W.J.2
  • 33
    • 71349083204 scopus 로고    scopus 로고
    • Optimal MLP neural network classifier for fault detection of three phase induction motor
    • 2-s2.0-71349083204 10.1016/j.eswa.2009.10.041
    • Ghate V. N., Dudul S. V., Optimal MLP neural network classifier for fault detection of three phase induction motor. Expert Systems with Applications 2010 37 4 3468 3481 2-s2.0-71349083204 10.1016/j.eswa.2009.10.041
    • (2010) Expert Systems with Applications , vol.37 , Issue.4 , pp. 3468-3481
    • Ghate, V.N.1    Dudul, S.V.2
  • 34
    • 84878012451 scopus 로고    scopus 로고
    • ANN- and ANFIS-based multi-staged decision algorithm for the detection and diagnosis of bearing faults
    • 2-s2.0-84859039756 10.1007/s00521-012-0912-7
    • Ertunc H. M., Ocak H., Aliustaoglu C., ANN- and ANFIS-based multi-staged decision algorithm for the detection and diagnosis of bearing faults. Neural Computing and Applications 2012 22 1 435 446 2-s2.0-84859039756 10.1007/s00521-012-0912-7
    • (2012) Neural Computing and Applications , vol.22 , Issue.1 , pp. 435-446
    • Ertunc, H.M.1    Ocak, H.2    Aliustaoglu, C.3
  • 35
    • 77953912939 scopus 로고    scopus 로고
    • Automatic detection and classification of rotor cage faults in squirrel cage induction motor
    • 2-s2.0-77953912939 10.1007/s00521-009-0330-7
    • Arabaci H., Bilgin O., Automatic detection and classification of rotor cage faults in squirrel cage induction motor. Neural Computing and Applications 2010 19 5 713 723 2-s2.0-77953912939 10.1007/s00521-009-0330-7
    • (2010) Neural Computing and Applications , vol.19 , Issue.5 , pp. 713-723
    • Arabaci, H.1    Bilgin, O.2
  • 36
    • 0036613161 scopus 로고    scopus 로고
    • Induction motor fault diagnosis based on neuropredictors and wavelet signal processing
    • 2-s2.0-0036613161 10.1109/TMECH.2002.1011258
    • Kim K., Parlos A. G., Induction motor fault diagnosis based on neuropredictors and wavelet signal processing. IEEE/ASME Transactions on Mechatronics 2002 7 2 201 219 2-s2.0-0036613161 10.1109/TMECH.2002.1011258
    • (2002) IEEE/ASME Transactions on Mechatronics , vol.7 , Issue.2 , pp. 201-219
    • Kim, K.1    Parlos, A.G.2
  • 38
    • 68249159452 scopus 로고    scopus 로고
    • Diagnosis of broken-bar fault in induction machines using discrete wavelet transform without slip estimation
    • 2-s2.0-68249159452 10.1109/TIA.2009.2018975
    • Kia S. H., Henao H., Capolino G.-A., Diagnosis of broken-bar fault in induction machines using discrete wavelet transform without slip estimation. IEEE Transactions on Industry Applications 2009 45 4 1395 1404 2-s2.0-68249159452 10.1109/TIA.2009.2018975
    • (2009) IEEE Transactions on Industry Applications , vol.45 , Issue.4 , pp. 1395-1404
    • Kia, S.H.1    Henao, H.2    Capolino, G.-A.3
  • 40
    • 84880173140 scopus 로고    scopus 로고
    • Prediction of heavy metal removal by different liner materials from landfill leachate: Modeling of experimental results using artificial intelligence technique
    • 240158 10.1155/2013/240158
    • Turan N.-G., Gümüşel E.-B., Ozgonenel O., Prediction of heavy metal removal by different liner materials from landfill leachate: modeling of experimental results using artificial intelligence technique. The Scientific World Journal 2013 2013 5 240158 10.1155/2013/240158
    • (2013) The Scientific World Journal , vol.2013 , pp. 5
    • Turan, N.-G.1    Gümüşel, E.-B.2    Ozgonenel, O.3
  • 42
    • 70349244955 scopus 로고    scopus 로고
    • 50 years of CORDIC: Algorithms, architectures, and applications
    • 2-s2.0-70349244955 10.1109/TCSI.2009.2025803
    • Meher P. K., Valls J., Juang T.-B., Sridharan K., Maharatna K., 50 years of CORDIC: algorithms, architectures, and applications. IEEE Transactions on Circuits and Systems I 2009 56 9 1893 1907 2-s2.0-70349244955 10.1109/TCSI.2009.2025803
    • (2009) IEEE Transactions on Circuits and Systems i , vol.56 , Issue.9 , pp. 1893-1907
    • Meher, P.K.1    Valls, J.2    Juang, T.-B.3    Sridharan, K.4    Maharatna, K.5


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