Advances, Systems and Applications
From: A multi-fault diagnosis method of gear-box running on edge equipment
Layertype | Kernel size | Stride | Kernel channel size | Output Size | Batch Normalization |
---|---|---|---|---|---|
Batch Input | ∖ | ∖ | ∖ | 1000*1 | ∖ |
Convolution C1 | 32*1 | 2 | 32 | 485*32 | Yes |
Pooling P1 | 2*1 | 2 | 32 | 242*32 | ∖ |
Convolution C2 | 16*1 | 1 | 64 | 227*64 | Yes |
Pooling P2 | 2*1 | 2 | 64 | 113*64 | ∖ |
Convolution C3_1 | 8*1 | 1 | 32 | 106*32 | Yes |
Pooling P3_1 | 2*1 | 2 | 32 | 53*32 | ∖ |
Convolution C3_2 | 8*1 | 1 | 32 | 106*32 | Yes |
Pooling P3_2 | 2*1 | 2 | 32 | 53*32 | ∖ |
Fully-connected F1 | 100 | ∖ | 1,Dropout = 0.8 | 100*1 | Yes |
Fully-connected F2 | 100 | ∖ | 1,Dropout = 0.8 | 100*1 | Yes |
Softmax S1 | 5 | ∖ | ∖ | 5*1 | ∖ |
Softmax S2 | 6 | ∖ | ∖ | 6*1 | ∖ |