YU Ming-yue, CHEN Guo, LI Cheng-gang, et al. Rotor-stator rubbing positions identification of aero-engine based on wavelet packet analysis and support vector machine[J]. 2013, 28(1).
YU Ming-yue, CHEN Guo, LI Cheng-gang, et al. Rotor-stator rubbing positions identification of aero-engine based on wavelet packet analysis and support vector machine[J]. 2013, 28(1).DOI:
Rubbing faults of different radial rubbing positions by using the rotor experiment rig of aero-engine are simulated.An identification method based on wavelet packet analysis and support vector machine(SVM) was proposed.Firstly
the acceleration signals on the casing were collected.Secondly
the signals were decomposed by wavelet packet analysis
and the normalized energy features were extracted.Finally
the normalized energy characteristics were input into support vector machine to identify the different rubbing positions.By using an aero-engine rotor experiment rig
a large number of samples including different rubbing positions and different rubbing degrees were simulated
and the support vector machine was trained and tested by these samples.The results show that the new method combining the wavelet packet energy features and support vector machine can effectively identify the rotor-stator rubbing positions of aero-engine;in addition
only one sensor is required to reach the recognition rate of 98%.