A bearing fault diagnosis method using sparse representation is proposed.
Rolling element sliding and other time varying factors are taken into consideration.
The dictionary parameters are directly identified from bearing fault signal.
The fault impulses are reconstructed by segments.
The method is confirmed through simulation and experimental results.