Table 5 CAE-time architecture for hypothetical dam break of Miles-Iles river
Layer | Nb of filters | Kernel size | Activation function | Output shape |
|---|---|---|---|---|
Encoder-time | Â | Â | Â | Â |
Input | – | – | – | \(100\times L_{x}\) |
Conv-pool | 32 | 3–2 | PReLU | \(50\times 32\) |
Conv-pool | 64 | 3–2 | PReLU | \(25\times 64\) |
Conv-pool | 128 | 3–5 | PReLU | \(5\times 128\) |
Flatten | – | – | – | 640 |
Dense (output) | – | – | PReLU | \(L_{t}=10\) |
Decoder-time | Â | Â | Â | Â |
Input | – | – | – | \(L_{t}=10\) |
Dense | – | – | PReLU | 640 |
Reshape | – | – | – | \(5\times 128\) |
Conv-Upsamp | 128 | 3–5 | PReLU | \(25\times 128\) |
Conv-Upsamp | 64 | 3–2 | PReLU | \(50\times 64\) |
Conv-Upsamp | 32 | 3–2 | PReLU | \(100\times 32\) |
Conv (output) | 1 | 3 | PReLU | \(100\times L_{x}\) |