Remaining Useful Life Prediction and Fault Diagnosis of Rolling Bearings Based on Short-Time Fourier Transform and Convolutional Neural Network

Figure 13

Time-frequency maps at different states: (a) normal signal, (b) inner ring failure, (c) outer ring failure, and (d) rolling element failure.