Title :
A mean value mode decomposition method based on local interpolation by rational spline and its applications in fault diagnosis
Author :
Fang, Kun ; Wang, Yu ; Wang, Xiangzhou
Author_Institution :
Sch. of Autom., Beijing Inst. of Technol., Beijing, China
Abstract :
The overshoots and undershoots occurred In the process of screening and the influence of the envelope curve shape because of end effect in EMD were discussed in this paper. In order to overcome the disadvantages in EMD mentioned above, a new signal decomposition method which is got mean value by an Weighted average of three adjacent nodes at first and obtain the average envelope based on local interpolation used the rational spline basis functions is proposed in this paper. Numerical simulation with a non-stationary, nonlinear data series has proved that the new decomposition method can avoid the error due to overshoots and undershoots during signal decomposition effectively, and it can restraining the end effect Better than original EMD. Finally, the new mean-value mode decomposition method based on local interpolation by rational spline can get accurate fault feature_because of misalignment from the radial vibration signal in a rotor system and therefore it can be applied successfully in the field of mechanical failure diagnosis.
Keywords :
fault diagnosis; interpolation; splines (mathematics); vibrations; adjacent nodes; empirical mode decomposition; end effect; envelope curve shape; fault diagnosis; local interpolation; mean value mode decomposition method; mechanical failure diagnosis; nonlinear data series; numerical simulation; radial vibration signal; rational spline basis function; rotor system; signal decomposition method; Fault diagnosis; Interpolation; Numerical simulation; Shape; Signal resolution; Spline; Vibrations; Empirical mode decomposition; end effect; fault diagnosis; local interpolation; misalignment; overshoots and under-shoots; rational spline;
Conference_Titel :
Electrical and Control Engineering (ICECE), 2011 International Conference on
Conference_Location :
Yichang
Print_ISBN :
978-1-4244-8162-0
DOI :
10.1109/ICECENG.2011.6058002