Table 2 CAE-space architecture for Burger’s and Stoker’s test cases
Layer | Nb of filters | Kernel size | Activation function | Output shape |
|---|---|---|---|---|
Encoder-space | Â | Â | Â | Â |
Input | – | – | – | \(1000\times 1\) |
Conv-pool | 32 | 3–2 | PReLU | \(500\times 32\) |
Conv-pool | 64 | 3–2 | PReLU | \(250\times 64\) |
Conv-pool | 128 | 3–5 | PReLU | \(50\times 128\) |
Flatten | – | – | – | 6400 |
Dense | – | – | PReLU | 60 |
Dense (output) | - | - | PReLU | \(L_{x}=50\) |
Decoder-space | Â | Â | Â | Â |
Input | – | – | – | \(L_{x}=50\) |
Dense | – | – | PReLU | 60 |
Dense | – | – | PReLU | 6400 |
Reshape | – | – | – | \(50\times 128\) |
Conv-Upsamp | 128 | 3–5 | PReLU | \(250\times 128\) |
Conv-Upsamp | 64 | 3–2 | PReLU | \(500\times 64\) |
Conv-Upsamp | 32 | 3–2 | PReLU | \(1000\times 32\) |
Conv (output) | 1 | 3 | PReLU | \(1000\times 1\) |