Research Article
Intelligent Analysis of Hydraulic Concrete Vibration Time Based on Convolutional Neural Network
Table 2
Concrete vibration time analysis system training parameter and result.
| No | Convolutional kernel | Batch size | Epoch | Test accuracy |
| 1 | 3 × 3 | 16 | 20 | 0.7975 | 2 | 3 × 3 | 32 | 20 | 0.85625 | 3 | 3 × 3 | 64 | 20 | 0.75375 | 4 | 7 × 7 | 16 | 20 | 0.915 | 5 | 7 × 7 | 32 | 20 | 0.91875 | 6 | 7 × 7 | 64 | 20 | 0.90625 | 7 | 7 × 7 | 16 | 30 | 0.9025 | 8 | 7 × 7 | 32 | 30 | 0.91375 | 9 | 7 × 7 | 64 | 30 | 0.875 | 10 | 11 × 11 | 16 | 20 | 0.87875 | 11 | 11 × 11 | 32 | 20 | 0.89375 | 12 | 11 × 11 | 64 | 20 | 0.905 |
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