Table 1 Schematic overview of the architecture of the T-GCN on the X-strain data with 42 nodes
Layer | Activation | Filters | Shape | Parameters |
|---|---|---|---|---|
Input | – | – | \(42 \times 10\) | 0 |
GCN 1 | ReLU | 8 | \(42 \times 8\) | 1886 |
GCN 2 | ReLU | 8 | \(42\times 8\) | 1870 |
Reshape 1 | – | – | \(42 \times 8 \times 1\) | 0 |
Permute | – | – | \(8 \times 42 \times 1\) | 0 |
Reshape 2 | – | – | \(8 \times 42\) | 0 |
LSTM 1 | Tanh | 50 | \(8 \times 50\) | 18600 |
LSTM 2 | Tanh | 50 | 50 | 20200 |
Dropout | – | – | 50 | 0 |
Dense | Tanh | 42 | 42 | 2142 |