Research Article

Remaining Useful Life Prediction of Rolling Bearings Based on Multiscale Convolutional Neural Network with Integrated Dilated Convolution Blocks

Table 1

Datasets of IEEE PHM 2012 prognostic challenge.

Data setOperation conditions
Condition 1Condition 2Condition 3

Load (N)400042005000

Speed (rpm)180016501500

Training setBearing 1_1Bearing 2_1Bearing 3_1
Bearing 1_2Bearing 2_2Bearing 3_2

Test setBearing 1_3Bearing 2_3Bearing 3_3
Bearing 1_4Bearing 2_4
Bearing 1_5Bearing 2_5
Bearing 1_6Bearing 2_6
Bearing 1_7Bearing 2_7