Bearing Fault Detection and Recognition Methodology Based on Weighted Multiscale Entropy Approach

•Proposed method eliminates the drawback discovered in multiscale entropy methods.•Proposed methodology is based on weighted multiscale approach and using CEEMD.•Experimentally, bearing fault detection, its type and severity are investigated.•Versatility of method is shown by implementing it on acoustic and vibration signals.