AE Signal of early Rotor Cracks Fault Diagnosis Based on PWVD and SVM

Abstract:

Aiming at inaccurately and inefficiently fault feature of early crack by the vibration method in the environment of strong noise, the acoustic emission signal (AE) is used to cracks defect with the advantages of sensitive. The Pseudo Wigner-Ville Distribution (PWVD) is introduced to extract the amplitude and frequency of AE signal as feature vector, which combines with support vector machine (SVM) to achieve prediction and diagnosis of fault types of different rotor cracks depth. It is shown by experiment that the proposed method have the features of obvious frequency characteristic, early prediction of fault time, accurate and reliable diagnosis results of early cracks fault diagnosis.

• Periodical: Advanced Materials Research (Volume 216)
• Pages: 212-217
• DOI: https://doi.org/10.4028/www.scientific.net/AMR.216.212
• Online since: March 2011
• Authors: Xue Jun Li, K. Wang, Kuan Fang He, X.C. Li
• Keywords: Acoustic Emission (AE) Signal, Cracked Rotor, Fault Diagnosis, PWVD, Support Vector Machine (SVM)

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