Research on Fault Diagnosis for Rotating Machinery Vibration of Aero-engine Based on Wavelet Transformation and Probabilistic Neural Network

被引:5
作者
Wu, Wen-Jie [1 ]
Huang, Da-Gui [1 ]
机构
[1] Univ Elect Sci & Technol China, Sch Mechatron Engn, Chengdu 610000, Sichuan, Peoples R China
来源
MANUFACTURING SCIENCE AND TECHNOLOGY, PTS 1-3 | 2011年 / 295-297卷
关键词
Aero-engine; Fault-diagnosis; Probabilistic neural networks; Vibration; Wavelet;
D O I
10.4028/www.scientific.net/AMR.295-297.2272
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Fault feature extraction using wavelet decomposition and probabilistic neural network fault diagnosis technology is presented in this paper. Fault diagnosis based on wavelet transformation and neural network data fusion is studied. The fault diagnosis in rotating machinery vibration of the aero-engine is simulated in Mat lab. Our recent investigations demonstrate that using wavelet decomposition extract fault characteristics of the energy vector has strong generalization ability and anti-noise ability. Integration of the wavelet and neural network application can provide a better classification of diagnosis results, reliability and accuracy. This technique is suitable for the mechanical vibration fault diagnosis applications of steam turbine and gas turbine.
引用
收藏
页码:2272 / 2278
页数:7
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