Research Article
A Novel Intelligent Method for Predicting the Penetration Rate of the Tunnel Boring Machine in Rocks
Table 2
Dataset of the TBM penetration rate (PR) collected from the Queens Water Tunnel
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| Sample no. | α (°) | UCS (MPa) | BTS (MPa) | SPW (m) | PSI (kN/mm) | PR (m/h) |
| L1 | 52 | 141.4 | 9.4 | 1.6 | 26 | 1.74 | L2 | 28 | 153.4 | 9.1 | 2 | 23 | 1.94 | L3 | 44 | 147.6 | 10.8 | 2 | 30 | 2.09 | L4 | 11 | 131 | 9.9 | 0.4 | 32 | 1.78 | L5 | 28 | 140.7 | 9.1 | 1.6 | 38 | 2.1 | L6 | 33 | 173.1 | 9.8 | 0.8 | 31 | 1.84 | L7 | 71 | 176 | 10.3 | 2 | 30 | 1.6 | L8 | 81 | 150.7 | 10.8 | 1.6 | 30 | 1.98 | L9 | 83 | 125 | 8.3 | 1.6 | 27 | 2.21 | L10 | 69 | 129.2 | 8.2 | 0.8 | 29 | 1.84 | L11 | 73 | 134.5 | 9 | 0.2 | 26 | 2.01 | L12 | 55 | 192.7 | 11.4 | 0.4 | 42 | 2.18 | L13 | 66 | 182.4 | 10.2 | 0.8 | 39 | 2 | L14 | 74 | 159 | 8.7 | 0.2 | 36 | 2.28 | L15 | 51 | 156.9 | 10.7 | 0.8 | 30 | 2.16 | T1 | 40 | 189 | 9 | 2 | 56 | 2.2 | T2 | 34 | 191 | 10.4 | 0.4 | 54 | 2.95 | T3 | 70 | 137.2 | 8.8 | 1.6 | 42 | 2.2 | T4 | 32 | 136.2 | 9.2 | 0.4 | 40 | 2.03 | T5 | 10 | 128.6 | 9.9 | 1.6 | 32 | 1.75 | T6 | 11 | 131 | 9.9 | 0.4 | 32 | 1.78 | T7 | 50 | 138.6 | 10 | 0.2 | 30 | 2.39 | T8 | 18 | 133.4 | 10.5 | 1.6 | 30 | 1.6 | T9 | 52 | 154.5 | 10.1 | 2 | 33 | 1.58 | T10 | 33 | 173.1 | 9.8 | 0.8 | 31 | 1.84 |
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