Research Article

Deep Domain Adaptation Model for Bearing Fault Diagnosis with Riemann Metric Correlation Alignment

Table 1

Details of 1DCNN architecture used in experiments.

No.Layer typeKernel sizeStrideKernel numberOutputPadding

1Convolution132 × 18 × 132256 × 32Yes
2Pooling12 × 12 × 132128 × 32No
3Convolution23 × 12 × 13264 × 32Yes
4Pooling22 × 12 × 13232 × 32No
5Convolution33 × 12 × 16416 × 64Yes
6Pooling32 × 12 × 1648 × 64No
7Convolution43 × 11 × 1644 × 64Yes
8Pooling42 × 12 × 1642 × 64No
9Fully connected64164 × 1
10Softmax10110