Research Article
Intelligent Control of Smooth Blasting Quality in Rock Tunnels Using BP-ANN, ENN, and ANFIS
Table 25
Comprehensive optimization control model input training data.
| No. | Rock category | Blasting speed (m/s) | Neighboring eyes spacing (mm) | Minimum resistance line (m) | Relative distance | Linear charge density (kg/m) | Sequence of initiation | Excavation method | Measuring and setting out |
| 1 | 0.3 | 3200 | 60 | 70 | 0.86 | 0.13 | 0.9 | 0.6 | 0.4 | 2 | 0.3 | 3200 | 65 | 70 | 0.93 | 0.15 | 0.9 | 0.6 | 0.2 | 3 | 0.3 | 3200 | 65 | 70 | 0.93 | 0.15 | 0.9 | 0.6 | 0.2 | 4 | 0.3 | 3200 | 65 | 70 | 0.93 | 0.15 | 0.9 | 0.6 | 0.2 | 5 | 0.3 | 3200 | 65 | 70 | 0.93 | 0.15 | 0.9 | 0.6 | 0.4 | 6 | 0.3 | 3200 | 65 | 70 | 0.93 | 0.15 | 0.9 | 0.6 | 0.4 | 7 | 0.3 | 3200 | 65 | 70 | 0.93 | 0.15 | 0.9 | 0.6 | 0.4 | 8 | 0.5 | 3600 | 70 | 70 | 1 | 0.2 | 0.9 | 0.6 | 0.4 | 9 | 0.5 | 3600 | 70 | 70 | 1 | 0.2 | 0.9 | 0.6 | 0.4 | 10 | 0.5 | 3600 | 70 | 70 | 1 | 0.2 | 0.9 | 0.6 | 0.4 | 11 | 0.5 | 3600 | 70 | 70 | 1 | 0.2 | 0.9 | 0.6 | 0.4 | 12 | 0.5 | 3600 | 70 | 70 | 1 | 0.2 | 0.9 | 0.6 | 0.4 | 13 | 0.3 | 3200 | 60 | 65 | 0.92 | 0.25 | 0.9 | 0.6 | 0.4 | 14 | 0.3 | 3200 | 60 | 65 | 0.92 | 0.25 | 0.9 | 0.6 | 0.4 | 15 | 0.3 | 3200 | 80 | 70 | 1.14 | 0.15 | 0.9 | 0.6 | 0.4 | 16 | 0.5 | 4000 | 70 | 70 | 1 | 0.3 | 0.9 | 0.6 | 0.2 | 17 | 0.5 | 4000 | 70 | 70 | 1 | 0.3 | 0.9 | 0.6 | 0.2 | 18 | 0.5 | 4000 | 70 | 70 | 1 | 0.3 | 0.9 | 0.6 | 0.2 | 19 | 0.5 | 4000 | 70 | 70 | 1 | 0.3 | 0.9 | 0.6 | 0.2 | 20 | 0.5 | 3200 | 60 | 65 | 0.92 | 0.15 | 0.9 | 0.6 | 0.2 | 21 | 0.5 | 3200 | 60 | 65 | 0.92 | 0.15 | 0.9 | 0.6 | 0.2 | 22 | 0.5 | 3200 | 60 | 65 | 0.92 | 0.15 | 0.9 | 0.6 | 0.2 | 23 | 0.5 | 3200 | 60 | 65 | 0.92 | 0.15 | 0.9 | 0.6 | 0.2 | 24 | 0.5 | 3200 | 60 | 65 | 0.92 | 0.15 | 0.9 | 0.6 | 0.2 | 25 | 0.5 | 3200 | 60 | 65 | 0.92 | 0.15 | 0.9 | 0.6 | 0.2 | 26 | 0.5 | 3200 | 60 | 65 | 0.92 | 0.15 | 0.9 | 0.6 | 0.2 | 27 | 0.5 | 3200 | 60 | 60 | 1 | 0.25 | 0.9 | 0.6 | 0.2 | 28 | 0.5 | 3200 | 60 | 60 | 1 | 0.25 | 0.9 | 0.6 | 0.2 | 29 | 0.5 | 3200 | 60 | 60 | 1 | 0.25 | 0.9 | 0.6 | 0.2 | 30 | 0.3 | 4200 | 65 | 70 | 0.93 | 0.3 | 0.9 | 0.6 | 0.2 | 31 | 0.3 | 4200 | 65 | 70 | 0.93 | 0.3 | 0.9 | 0.6 | 0.2 | 32 | 0.3 | 4200 | 65 | 70 | 0.93 | 0.45 | 0.9 | 0.6 | 0.2 | 33 | 0.3 | 4200 | 60 | 70 | 0.86 | 0.4 | 0.9 | 0.6 | 0.4 | 34 | 0.3 | 4200 | 60 | 70 | 0.86 | 0.15 | 0.9 | 0.6 | 0.4 |
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