Signal Processing Diagnostic Tool for Rolling Element Bearings Using EMD and MED


Autoria(s): Chatterton, Steven; Ricci, Roberto; Pennacchi, Paolo; Borghesani, Pietro
Contribuinte(s)

Dalpiaz, Giorgio

Rubini, Riccardo

D'Elia, Gianluca

Cocconcelli, Marco

Chaari, Fakher

Zimroz, Radoslaw

Bartelmus, Walter

Haddar, Mohamed

Data(s)

2014

Resumo

The signal processing techniques developed for the diagnostics of mechanical components operating in stationary conditions are often not applicable or are affected by a loss of effectiveness when applied to signals measured in transient conditions. In this chapter, an original signal processing tool is developed exploiting some data-adaptive techniques such as Empirical Mode Decomposition, Minimum Entropy Deconvolution and the analytical approach of the Hilbert transform. The tool has been developed to detect localized faults on bearings of traction systems of high speed trains and it is more effective to detect a fault in non-stationary conditions than signal processing tools based on envelope analysis or spectral kurtosis, which represent until now the landmark for bearings diagnostics.

Identificador

http://eprints.qut.edu.au/66506/

Publicador

Springer Berlin Heidelberg

Relação

http://link.springer.com/chapter/10.1007%2F978-3-642-39348-8_32

DOI:10.1007/978-3-642-39348-8_32

Chatterton, Steven, Ricci, Roberto, Pennacchi, Paolo, & Borghesani, Pietro (2014) Signal Processing Diagnostic Tool for Rolling Element Bearings Using EMD and MED. In Dalpiaz, Giorgio, Rubini, Riccardo, D'Elia, Gianluca, Cocconcelli, Marco, Chaari, Fakher, Zimroz, Radoslaw, et al. (Eds.) Advances in Condition Monitoring of Machinery in Non-Stationary Operations. Springer Berlin Heidelberg, pp. 379-388.

Fonte

School of Chemistry, Physics & Mechanical Engineering; Science & Engineering Faculty

Palavras-Chave #090609 Signal Processing #091304 Dynamics Vibration and Vibration Control #Minimum entropy deconvolution #Empirical mode decomposition #Rolling element bearings #condition monitoring
Tipo

Book Chapter