메뉴 건너뛰기




Volumn , Issue , 2010, Pages 244-249

FPGA-based online detection of multiple-combined faults through information entropy and neural networks

Author keywords

Artificial neural networks; Entropy; FPGA; Induction motors; Multiple combined fault detection; Realtime analysis

Indexed keywords

ARTIFICIAL NEURAL NETWORK; BEARING DEFECT; BROKEN ROTOR BAR; COST-INCREASES; FAULTY CONDITION; FPGA; INFORMATION CONTENTS; INFORMATION ENTROPY; MULTIPLE-COMBINED FAULT DETECTION; NEURAL SYSTEMS; ON-LINE DETECTION; OPERATIONAL CONDITIONS; PROCESSING UNITS; PRODUCTION REDUCTION; REAL-WORLD; REALTIME ANALYSIS; ROTARY MACHINE; VIBRATION SIGNAL;

EID: 79951733092     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ReConFig.2010.31     Document Type: Conference Paper
Times cited : (10)

References (15)
  • 1
    • 67349234200 scopus 로고    scopus 로고
    • A detection of combined faults in induction machines with stator parallel branches through the DWT of the startup current
    • Oct.
    • J. Antonino-Daviu, P. Jover-Rodriguez, M. Riera-Guasp, M. Pineda-Sanchez, and A. Arkkio, "A detection of combined faults in induction machines with stator parallel branches through the DWT of the startup current," Mech. Syst. Signal Pr., vol. 23, Oct. 2009, pp. 2336-2351.
    • (2009) Mech. Syst. Signal Pr. , vol.23 , pp. 2336-2351
    • Antonino-Daviu, J.1    Jover-Rodriguez, P.2    Riera-Guasp, M.3    Pineda-Sanchez, M.4    Arkkio, A.5
  • 3
    • 0942267826 scopus 로고    scopus 로고
    • Estimation of the running speed and bearing defect frequencies of an induction motor from vibration data
    • May
    • H. Ocak, and K.A. Loparo, "Estimation of the running speed and bearing defect frequencies of an induction motor from vibration data," Mech. Syst. Signal Pr., vol. 18, May 2004, pp. 515-533.
    • (2004) Mech. Syst. Signal Pr. , vol.18 , pp. 515-533
    • Ocak, H.1    Loparo, K.A.2
  • 6
    • 38349139198 scopus 로고    scopus 로고
    • Vibration and current transient monitoring for gearbox fault detection using multiresolution fourier transform
    • Mar.
    • C. Kar, and A.R. Mohanty, "Vibration and current transient monitoring for gearbox fault detection using multiresolution Fourier transform," J. Sound Vib., vol. 311, Mar. 2008, pp. 109-132.
    • (2008) J. Sound Vib. , vol.311 , pp. 109-132
    • Kar, C.1    Mohanty, A.R.2
  • 7
    • 57749176368 scopus 로고    scopus 로고
    • A general approach for the transient detection of slip-dependent fault components based on the discrete wavelet transform
    • Dec.
    • M. Riera-Guasp, J.A. Antonino-Daviu, M. Pineda-Sanchez, R. Puche-Panadero, and J. Perez-Cruz, "A general approach for the transient detection of slip-dependent fault components based on the discrete wavelet transform," IEEE T. Ind. Electron., vol. 55, Dec. 2008, pp. 4167-4180.
    • (2008) IEEE T. Ind. Electron. , vol.55 , pp. 4167-4180
    • Riera-Guasp, M.1    Antonino-Daviu, J.A.2    Pineda-Sanchez, M.3    Puche-Panadero, R.4    Perez-Cruz, J.5
  • 9
    • 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, and W. Guo, "Bearing fault diagnosis using multi-scale entropy and adaptive neuro-fuzzy inference," Expert Syst. Appl., vol. 37, Aug. 2010, pp. 6077-6085.
    • (2010) Expert Syst. Appl. , vol.37 , pp. 6077-6085
    • Zhang, L.1    Xiong, G.2    Liu, H.3    Zou, H.4    Guo, W.5
  • 10
    • 33750528937 scopus 로고    scopus 로고
    • Approximate Entropy as a diagnostic tool for machine health monitoring
    • DOI 10.1016/j.ymssp.2006.02.009, PII S0888327006000458
    • R. Yan, and R. Gao, "Approximate entropy as a diagnostic tool for machine health monitoring," Mech. Syst. Signal Pr., vol. 21, Feb. 2007, pp. 824-839. (Pubitemid 44667421)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.2 , pp. 824-839
    • Yan, R.1    Gao, R.X.2
  • 11
    • 71349083204 scopus 로고    scopus 로고
    • Optimal MLP neural network classifier for fault detection of three phase induction motor
    • Apr.
    • V.N. Ghate, and S.V. Dudul, "Optimal MLP neural network classifier for fault detection of three phase induction motor," Expert Syst. Appl., vol. 37, Apr. 2010, pp. 3468-3481.
    • (2010) Expert Syst. Appl. , vol.37 , pp. 3468-3481
    • Ghate, V.N.1    Dudul, S.V.2
  • 12
    • 67649604414 scopus 로고    scopus 로고
    • Online detection of broken rotor bars in induction motors by wavelet packet decomposition and artificial neural networks
    • July
    • A. Sadeghian, Y. Zhongming, and W. Bin, "Online detection of broken rotor bars in induction motors by wavelet packet decomposition and artificial neural networks," IEEE T. Instrum. Meas., vol. 58, July 2009, pp. 2253-2263.
    • (2009) IEEE T. Instrum. Meas. , vol.58 , pp. 2253-2263
    • Sadeghian, A.1    Zhongming, Y.2    Bin, W.3
  • 13
    • 20644470950 scopus 로고    scopus 로고
    • Design of artificial neural networks for rotor dynamics analysis of rotating machine systems
    • H. Taplak, I. Uzmay, and S. Yildirim, "Design of artificial neural networks for rotor dynamics analysis of rotating machine systems," J. Sci. Ind. Res. India, vol. 64, June 2005, pp. 411-419. (Pubitemid 40836984)
    • (2005) Journal of Scientific and Industrial Research , vol.64 , Issue.6 , pp. 411-419
    • Taplak, H.1    Uzmay, I.2    Yildirim, S.3
  • 14
    • 84856043672 scopus 로고
    • A mathematical theory of communication
    • July, Oct. 623-656
    • C.E. Shannon, "A mathematical theory of communication," Bell Syst. Tech. J., vol. 27, July, Oct. 1948, pp. 379-423, 623-656.
    • (1948) Bell Syst. Tech. J. , vol.27 , pp. 379-423
    • Shannon, C.E.1
  • 15
    • 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, Aug. 1962, pp. 512-517.
    • (1962) IRE Trans. Electron. Comput. , vol.11 , pp. 512-517
    • Mitchell, J.N.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.