Table 4 CAE-space architecture for hypothetical dam break of Miles-Iles river
Layer | Nb of filters | Kernel size | Activation function | Output shape |
|---|---|---|---|---|
Encoder-space | Â | Â | Â | Â |
Input | – | – | – | \(10,200\times 1\) |
Conv-pool | 32 | 3–5 | PReLU | \(2040\times 32\) |
Conv-pool | 64 | 3–5 | PReLU | \(408\times 64\) |
Flatten | – | – | – | 26112 |
Dense | - | – | PReLU | 120 |
Dense (output) | – | – | PReLU | \(L_{x}=50\) |
Decoder-space | Â | Â | Â | Â |
Input | – | – | – | \(L_{x}=50\) |
Dense | – | – | PReLU | 120 |
Dense | – | – | PReLU | \(26\,112\) |
Reshape | – | – | – | \(408\times 64\) |
Conv-Upsamp | 64 | 3–5 | PReLU | \(2040\times 64\) |
Conv-Upsamp | 32 | 3–5 | PReLU | \(10200\times 32\) |
Conv (output) | 1 | 3 | PReLU | \(10200\times 1\) |