Research Article
Novel Intelligent Approach for Peak Shear Strength Assessment of Rock Joints on the Basis of the Relevance Vector Machine
Table 4
Comparison between the measured peak shear strength and the calculated results by three different models.
| Sample name | | | (deg) | | (deg) | Peak shear strength (MPa) | Measured | Grasselli | Yang | Proposed |
| G1 | 81.2 | 0.26 | 11.016 | 0.493 | 34 | 5.7 | 4.6 | 6.0 | 4.8 | G2 | 81.2 | 0.26 | 12.121 | 0.498 | 34 | 5.6 | 5.1 | 6.0 | 4.8 | G4 | 85.2 | 0.25 | 10.031 | 0.498 | 34 | 4.8 | 4.3 | 4.3 | 4.6 | G5 | 166.7 | 0.13 | 9.005 | 0.46 | 34 | 2.4 | 2.3 | 2.0 | 2.7 | G6 | 166.7 | 0.13 | 10.012 | 0.477 | 34 | 2.9 | 2.4 | 2.7 | 2.7 | G7 | 166.7 | 0.13 | 9.939 | 0.47 | 34 | 2.8 | 2.4 | 2.6 | 2.7 | G9 | 166.7 | 0.13 | 10.949 | 0.508 | 34 | 3.0 | 2.6 | 2.6 | 2.7 | C1 | 23.3 | 0.45 | 9.963 | 0.491 | 36 | 2.2 | 1.9 | 2.2 | 1.7 | C2 | 23.3 | 0.45 | 12.048 | 0.462 | 36 | 2.1 | 2.2 | 2.6 | 1.8 | C3 | 6.7 | 1.55 | 10.179 | 0.46 | 36 | 5.5 | 5.5 | 5.1 | 4.8 | C4 | 10.2 | 1.02 | 11.324 | 0.508 | 36 | 4.6 | 4.1 | 4.2 | 3.3 | C5 | 8.1 | 1.30 | 11.821 | 0.495 | 36 | 5.0 | 5.2 | 5.1 | 4.1 | C6 | 24.4 | 0.43 | 10.985 | 0.546 | 36 | 2.1 | 2.1 | 2.1 | 1.7 | C8 | 8.1 | 1.30 | 11.028 | 0.555 | 36 | 4.9 | 4.9 | 4.8 | 4.1 | M1 | 100.0 | 0.09 | 7.143 | 0.513 | 37 | 1.7 | 1.8 | 1.7 | 2.1 | M2 | 50.0 | 0.19 | 5.909 | 0.492 | 37 | 2.3 | 3.2 | 2.4 | 3.8 | M3 | 100.0 | 0.09 | 5.652 | 0.471 | 37 | 1.2 | 1.7 | 1.4 | 2.1 | M4 | 23.3 | 0.41 | 6.689 | 0.513 | 37 | 5.8 | 6.3 | 5.7 | 6.3 | M5 | 33.3 | 0.28 | 5.948 | 0.533 | 37 | 4.4 | 4.6 | 3.8 | 4.9 | M6 | 33.3 | 0.28 | 6.082 | 0.45 | 37 | 4.3 | 4.4 | 4.0 | 4.9 | M7 | 23.3 | 0.41 | 6.001 | 0.502 | 37 | 5.6 | 6.1 | 5.8 | 6.2 | M8 | 22.7 | 0.42 | 6.250 | 0.459 | 37 | 6.4 | 6.1 | 5.7 | 6.3 | M9 | 33.3 | 0.28 | 5.194 | 0.494 | 37 | 4.5 | 4.4 | 3.6 | 4.9 | M10 | 100.0 | 0.09 | 5.683 | 0.515 | 37 | 1.5 | 1.7 | 1.4 | 2.1 | M12 | 47.6 | 0.09 | 6.643 | 0.429 | 37 | 3.0 | 3.6 | 2.8 | 3.8 | ML1 | 9.8 | 1.46 | 8.000 | 0.573 | 37 | 1.4 | 1.3 | 1.4 | 1.4 | ML2 | 2.4 | 5.90 | 6.988 | 0.505 | 37 | 4.5 | 4.8 | 3.7 | 5.1 | ML3 | 4.8 | 2.99 | 7.491 | 0.523 | 37 | 2.3 | 4.7 | 2.2 | 2.7 | S1 | 83.3 | 0.32 | 13.621 | 0.504 | 39 | 4.3 | 6.0 | 8.1 | 5.2 | S2 | 166.7 | 0.16 | 13.787 | 0.466 | 39 | 3.4 | 1.9 | 4.1 | 3.1 | Granite (G3) | 201.3 | 0.09 | 7.075 | 0.61 | 34 | 1.5 | 1.5 | 1.5 | 1.3 | Granite (G4) | 100.6 | 0.18 | 7.535 | 0.53 | 34 | 3.1 | 2.9 | 3.0 | 3.4 | Granite (G5) | 67.1 | 0.27 | 7.551 | 0.48 | 34 | 4.8 | 4.0 | 4.4 | 4.9 | Granite (G6) | 50.3 | 0.36 | 7.982 | 0.51 | 34 | 5.8 | 5.2 | 5.8 | 6.1 | Granite (G7) | 40.3 | 0.45 | 6.952 | 0.47 | 34 | 6.4 | 5.8 | 6.4 | 7.1 | Granite (G8) | 33.5 | 0.55 | 6.902 | 0.49 | 34 | 7.3 | 6.7 | 7.5 | 7.9 | Granite (G9) | 28.8 | 0.64 | 6.661 | 0.53 | 34 | 8.5 | 7.6 | 8.3 | 8.7 | Granite (G10) | 25.2 | 0.73 | 7.959 | 0.56 | 34 | 11.0 | 8.8 | 10.5 | 9.6 | Granite (G11) | 22.4 | 0.82 | 7.784 | 0.51 | 34 | 11.2 | 9.3 | 11.2 | 10.4 | Granite (G12) | 20.1 | 0.91 | 8.842 | 0.53 | 34 | 12.7 | 10.6 | 13.3 | 11.2 | Sandstone (S3) | 200.0 | 0.13 | 8.459 | 0.51 | 28 | 0.7 | 0.5 | 0.5 | 0.4 | Sandstone (S4) | 100.0 | 0.25 | 9.555 | 0.61 | 28 | 0.9 | 1.0 | 1.1 | 1.1 | Sandstone (S5) | 66.7 | 0.38 | 8.797 | 0.54 | 28 | 1.5 | 1.3 | 1.5 | 1.6 | Sandstone (S6) | 50.0 | 0.50 | 8.453 | 0.49 | 28 | 2.0 | 1.6 | 1.9 | 2.0 | Sandstone (S7) | 40.0 | 0.63 | 7.863 | 0.55 | 28 | 2.1 | 1.9 | 2.3 | 2.3 | Sandstone (S8) | 33.3 | 0.75 | 9.150 | 0.58 | 28 | 3.0 | 2.3 | 2.9 | 2.6 | Sandstone (S9) | 28.6 | 0.88 | 8.344 | 0.5 | 28 | 3.3 | 2.4 | 3.1 | 2.9 | Sandstone (S10) | 25.0 | 1.00 | 8.489 | 0.47 | 28 | 3.6 | 2.6 | 3.5 | 3.2 | Sandstone (S11) | 22.2 | 1.13 | 8.116 | 0.44 | 28 | 3.8 | 2.8 | 3.8 | 3.5 | Sandstone (S12) | 20.0 | 1.25 | 9.016 | 0.51 | 28 | 4.7 | 3.3 | 4.4 | 3.7 |
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