Research Article
Intelligent Control of Smooth Blasting Quality in Rock Tunnels Using BP-ANN, ENN, and ANFIS
Table 26
Comprehensive optimization control model output training data.
| No. | Maximum overbreak (m) | Maximum underbreak (m) | Area of overbreak (m2) | Volume of overbreak (m3) | Blast hole utilization factor (%) |
| 1 | 0.81 | 0.23 | 10.4 | 10.4 | 79 | 2 | 0.7 | 0.68 | 7.78 | 7.78 | 92 | 3 | 0.73 | 0.04 | 10.91 | 5.46 | 84 | 4 | 0.85 | 0.04 | 9.64 | 4.82 | 84 | 5 | 0.65 | 0.02 | 7.69 | 3.85 | 95 | 6 | 0.78 | 0.41 | 6.03 | 9.05 | 89 | 7 | 0.66 | 0.24 | 7.52 | 3.76 | 89 | 8 | 0.57 | 0.08 | 7.98 | 3.99 | 89 | 9 | 0.64 | 0.14 | 11.78 | 5.89 | 95 | 10 | 0.8 | 0.14 | 12.63 | 3.79 | 95 | 11 | 0.78 | 0.26 | 12.17 | 2.43 | 95 | 12 | 0.73 | 0.11 | 10.16 | 5.08 | 95 | 13 | 0.56 | 0.03 | 9.88 | 4.94 | 95 | 14 | 0.66 | 0.13 | 9.62 | 0.96 | 84 | 15 | 0.98 | 0.21 | 13.91 | 4.17 | 92 | 16 | 0.6 | 0.1 | 8.67 | 2.6 | 95 | 17 | 0.52 | 0.07 | 7.74 | 1.55 | 95 | 18 | 0.7 | 0.1 | 7.48 | 3.74 | 95 | 19 | 0.74 | 0.05 | 8.89 | 4.45 | 95 | 20 | 0.85 | 0.01 | 10.63 | 5.32 | 95 | 21 | 0.58 | 0.19 | 6.09 | 3.05 | 92 | 22 | 0.78 | 0.03 | 12.43 | 3.73 | 92 | 23 | 0.75 | 0.07 | 12.92 | 2.58 | 92 | 24 | 0.59 | 0.03 | 10.9 | 5.45 | 92 | 25 | 0.69 | 0.28 | 4.7 | 2.35 | 79 | 26 | 0.58 | 0.02 | 9.46 | 2.84 | 79 | 27 | 0.88 | 0.04 | 9 | 4.5 | 79 | 28 | 0.91 | 0.33 | 8.58 | 4.29 | 84 | 29 | 0.86 | 0.26 | 10.97 | 5.49 | 84 | 30 | 0.71 | 0.34 | 6.85 | 3.43 | 87 | 31 | 0.61 | 0.09 | 9.97 | 4.99 | 87 | 32 | 0.45 | 0.14 | 5.63 | 2.82 | 87 | 33 | 0.49 | 0.15 | 6.61 | 3.31 | 87 | 34 | 0.73 | 0.17 | 8.92 | 4.46 | 82 |
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