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Volumn 93 CCIS, Issue , 2010, Pages 485-492

Rotating machinery fault diagnosis based on EMD-approximate entropy and LS-SVM

Author keywords

Approximate entropy; Empirical mode decomposition; Fault diagnosis; LS SVM (least square support vector machine)

Indexed keywords

APPROXIMATE ENTROPY; BP (BACK-PROPAGATION) NETWORK; EIGENVECTORS; EMPIRICAL MODE DECOMPOSITION; FAULT DIAGNOSIS; FAULT DIAGNOSIS METHOD; FAULT FEATURE; FAULT TYPE RECOGNITION; FAULT TYPES; INTRINSIC MODE FUNCTIONS; KEYPOINTS; LEAST SQUARE SUPPORT VECTOR MACHINES; MACHINERY FAULTS; RECOGNITION RATES; SIMULATION RESULT; SVM CLASSIFIERS; TRAINING TIME; VIBRATION SIGNAL;

EID: 77956999300     PISSN: 18650929     EISSN: None     Source Type: Book Series    
DOI: 10.1007/978-3-642-14831-6_63     Document Type: Conference Paper
Times cited : (3)

References (8)
  • 1
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    • Research on effect of EMD and binary quadrature wavelet decomposition upon the signal processing result of vibration signal in rotating machinery
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    • (2007) Journal of Vibration and Shock , vol.26 , pp. 52-55
    • Wang, Z.Y.1    An, G.2
  • 2
    • 5444236478 scopus 로고    scopus 로고
    • The empirical mode decomposition and the hilbert spectrum for nonlinear and non-stationary time series analysis
    • Huang, N.E.: The Empirical Mode Decomposition and The Hilbert Spectrum for Nonlinear and Non-Stationary Time Series Analysis. In: Proc. Roy Soc. London A, vol. 454, pp. 903-995 (1998)
    • (1998) Proc. Roy Soc. London A , vol.454 , pp. 903-995
    • Huang, N.E.1
  • 3
    • 34248140520 scopus 로고    scopus 로고
    • Instantaneous parameters extraction based on wavelet denoising and EMD
    • Dai, G.P., Liu, B.: Instantaneous Parameters Extraction Based on Wavelet Denoising and EMD. Acta Metrologica Sinica 28, 158-161 (2007)
    • (2007) Acta Metrologica Sinica , vol.28 , pp. 158-161
    • Dai, G.P.1    Liu, B.2
  • 4
    • 34547253904 scopus 로고    scopus 로고
    • Fault diagnosis of rolling bearing based on chaos and two-dimensional approximate entropy
    • Li, Q., Wang, T.Y.: Fault Diagnosis of Rolling Bearing Based on Chaos and Two-Dimensional Approximate Entropy. Journal of Vibration Engineering 20, 268-273 (2007)
    • (2007) Journal of Vibration Engineering , vol.20 , pp. 268-273
    • Li, Q.1    Wang, T.Y.2
  • 5
    • 34249283041 scopus 로고    scopus 로고
    • Fault signal analysis of mechanical system based on correlation dimension
    • Li, N.: Fault Signal Analysis of Mechanical System Based on Correlation Dimension. Journal of Vibration and Shock 26, 136-139 (2007)
    • (2007) Journal of Vibration and Shock , vol.26 , pp. 136-139
    • Li, N.1
  • 7
  • 8
    • 0026015905 scopus 로고    scopus 로고
    • Approximate entropy as a measure of system complexity
    • Pincus, S.M.: Approximate Entropy as a Measure of System Complexity. Pro. Natl. Acad. Sci. 88, 2297-2301 (2001)
    • (2001) Pro. Natl. Acad. Sci. , vol.88 , pp. 2297-2301
    • Pincus, S.M.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.