Research Article
Smart Aggregate-Based Concrete Stress Monitoring via 1D CNN Deep Learning of Raw Impedance Signals
Table 1
Specifications of 1D CNN layers.
| Nos. | Type | Depth | Filter | Stride |
| 1 | Conv | 4 | 1 × 6 | 1 | 2 | ReLU | — | — | — | 3 | Maxpool | — | 1 × 2 | 2 | 4 | Conv | 4 | 1 × 4 | 1 | 5 | ReLU | — | — | — | 6 | Maxpool | — | 1 × 2 | 2 | 7 | Conv | 8 | 1 × 5 | 1 | 8 | ReLU | — | — | — | 9 | Maxpool | — | 1 × 2 | 2 | 10 | Conv | 8 | 1 × 5 | 1 | 11 | ReLU | — | — | — | 12 | Maxpool | — | 1 × 2 | 2 | 13 | Fc1 | 48 | — | — | 14 | Fc2 | 32 | — | — | 15 | Fc3 | 1 | — | — | 16 | Regression | — | — | — |
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