APPLICATION OF FUZZY LOGIC (FL) IN DIAGNOSIS OF ROTATING MACHINES

被引:0
|
作者
Harrouche, Fateh [1 ]
Falkaoui, Ahmed [1 ]
Feniniche, Hocine [1 ]
Touafek, Ishak [1 ]
机构
[1] Ferhat Abbas Univ, Inst Opt & Precis Mech, Lab Appl Precis Mech, Setif, Algeria
关键词
Rotating machines; Mechanical vibration; fuzzy logic; fuzzy inference; Fault diagnosis; signal processing; FAULT-DIAGNOSIS; WAVELET TRANSFORM;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This work deals with the application of the fuzzy logic to automate diagnosis of bearing defects in rotating machines based on vibration signals. The classification tool used is a fuzzy inference system (FIS) of Mamdani type. The vector form of (input) contains parameters extracted from the signals collected from the test bench studied. The output vector contains the classes for the different operating modes of the experimental study. The results show that pretreatment data (filtering, decimation,..), the choice of parameters of fuzzy inference system (input variables and output types and parameters of membership functions associated with different variables input and output of the system, the generation of fuzzy inference rules, ...) are of major importance for the performance of fuzzy inference system used as a tool for fault diagnosis of rotating machinery.
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页数:11
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