Title :
Comparison of the cyclostationary and the bilinear approaches: theoretical aspects and applications to industrial signals
Author :
Bouillaut, L. ; Sidahmed, M.
Author_Institution :
UMR CNRS 6599, Univ. de Technol. de Compiegne, France
Abstract :
The aim of our study is to compare two a priori different approaches: bilinearity and cyclostationarity. Indeed, we underline that cyclostationary and bilinear tools make it possible to determine both nonlinear and nonstationary links. These results are based on calculations, simulations for synthetic signals and finally applications to industrial signals. Then, we introduce different applications of these approaches to industrial vibrations. These methods enable us to obtain much more interesting results than classical methods such as Fourier, spectrum, time-frequency studies etc. Finally we conclude on the interest and the reliability of such approaches and we introduce a method to determine if a link between two frequencies is rather cyclostationary than bilinear. This method is based on the use of higher-order cyclic statistics
Keywords :
Fourier analysis; higher order statistics; signal processing; spectral analysis; time-frequency analysis; vibration measurement; Fourier analysis; bilinear approach; cyclostationary approach; higher-order cyclic statistics; industrial signals applications; industrial vibrations; nonlinear links; nonstationary links; spectral analysis; synthetic signals; time-frequency studies; Fault diagnosis; Frequency; Gears; Helicopters; Higher order statistics; Industrial control; Quality control; Spectral analysis; Torque; Vibration control;
Conference_Titel :
Statistical Signal and Array Processing, 2000. Proceedings of the Tenth IEEE Workshop on
Conference_Location :
Pocono Manor, PA
Print_ISBN :
0-7803-5988-7
DOI :
10.1109/SSAP.2000.870217