Research Article
Evaluation of Induced Settlements of Piled Rafts in the Coupled Static-Dynamic Loads Using Neural Networks and Evolutionary Polynomial Regression
Table 1
Parametric study on the whole affecting parameters for static loading condition.
| Number of piles | (m) | | | (kPa) | (cm) | Mean: 16.67 | Mean: 0.4 | Mean: 5 | Mean: 23 | Mean: 75 | Mean: 5.96 | Std. Dev.: 6.57 | Std. Dev.: 0.1 | Std. Dev.: 0.82 | Std. Dev.: 5.94 | Std. Dev.: 15.05 | Std. Dev.: 1.72 |
| 9 | 0.3 | 4 | 16 | 90 | 8.32 | 9 | 0.3 | 4 | 20 | 90 | 7.23 | 9 | 0.3 | 4 | 24 | 90 | 6.09 | 9 | 0.3 | 4 | 32 | 90 | 5 | 9 | 0.3 | 5 | 16 | 90 | 7.52 | 9 | 0.3 | 5 | 20 | 90 | 6.52 | 9 | 0.3 | 5 | 24 | 90 | 5.25 | 9 | 0.3 | 5 | 32 | 90 | 4.23 | 9 | 0.3 | 6 | 16 | 90 | 7.12 | 9 | 0.3 | 6 | 20 | 90 | 6.11 | 9 | 0.3 | 6 | 24 | 90 | 5.01 | 9 | 0.3 | 6 | 32 | 90 | 4 | 9 | 0.3 | 4 | 16 | 60 | 5.83 | 9 | 0.3 | 4 | 20 | 60 | 5.03 | 9 | 0.3 | 4 | 24 | 60 | 4.31 | 9 | 0.3 | 4 | 32 | 60 | 3.5 | 9 | 0.3 | 5 | 16 | 60 | 5.32 | 9 | 0.3 | 5 | 20 | 60 | 4.66 | 9 | 0.3 | 5 | 24 | 60 | 3.71 | 9 | 0.3 | 5 | 32 | 60 | 2.961 | 9 | 0.3 | 6 | 16 | 60 | 5.02 | 9 | 0.3 | 6 | 20 | 60 | 4.31 | 9 | 0.3 | 6 | 24 | 60 | 3.51 | 9 | 0.3 | 6 | 32 | 60 | 2.8 | 16 | 0.3 | 4 | 16 | 90 | 9.152 | 16 | 0.3 | 4 | 20 | 90 | 7.953 | 16 | 0.3 | 4 | 24 | 90 | 6.699 | 16 | 0.3 | 4 | 32 | 90 | 5.5 | 16 | 0.3 | 5 | 16 | 90 | 8.272 | 16 | 0.3 | 5 | 20 | 90 | 7.172 | 16 | 0.3 | 5 | 24 | 90 | 5.775 | 16 | 0.3 | 5 | 32 | 90 | 4.653 | 16 | 0.3 | 6 | 16 | 90 | 7.832 | 16 | 0.3 | 6 | 20 | 90 | 6.72 | 16 | 0.3 | 6 | 24 | 90 | 5.51 | 16 | 0.3 | 6 | 32 | 90 | 4.4 | 16 | 0.3 | 4 | 16 | 60 | 6.864 | 16 | 0.3 | 4 | 20 | 60 | 5.96475 | 16 | 0.3 | 4 | 24 | 60 | 5.02 | 16 | 0.3 | 4 | 32 | 60 | 4.125 | 16 | 0.3 | 5 | 16 | 60 | 6.204 | 16 | 0.3 | 5 | 20 | 60 | 5.38 | 16 | 0.3 | 5 | 24 | 60 | 4.33 | 16 | 0.3 | 5 | 32 | 60 | 3.49 | 16 | 0.3 | 6 | 16 | 60 | 5.87 | 16 | 0.3 | 6 | 20 | 60 | 5.04 | 16 | 0.3 | 6 | 24 | 60 | 4.13 | 16 | 0.3 | 6 | 32 | 60 | 3.3 | 25 | 0.3 | 4 | 16 | 90 | 9.98 | 25 | 0.3 | 4 | 20 | 90 | 8.67 | 25 | 0.3 | 4 | 24 | 90 | 7.3 | 25 | 0.3 | 4 | 32 | 90 | 5.995 | 25 | 0.3 | 5 | 16 | 90 | 9.02 | 25 | 0.3 | 5 | 20 | 90 | 7.82 | 25 | 0.3 | 5 | 24 | 90 | 6.29 | 25 | 0.3 | 5 | 32 | 90 | 5.07 | 25 | 0.3 | 6 | 16 | 90 | 8.54 | 25 | 0.3 | 6 | 20 | 90 | 7.33 | 25 | 0.3 | 6 | 24 | 90 | 6.01 | 25 | 0.3 | 6 | 32 | 90 | 4.8 | 25 | 0.3 | 4 | 16 | 60 | 7.78 | 25 | 0.3 | 4 | 20 | 60 | 6.76 | 25 | 0.3 | 4 | 24 | 60 | 5.7 | 25 | 0.3 | 4 | 32 | 60 | 4.68 | 25 | 0.3 | 5 | 16 | 60 | 7.03 | 25 | 0.3 | 5 | 20 | 60 | 6.1 | 25 | 0.3 | 5 | 24 | 60 | 4.91 | 25 | 0.3 | 5 | 32 | 60 | 3.96 | 25 | 0.3 | 6 | 16 | 60 | 6.66 | 25 | 0.3 | 6 | 20 | 60 | 5.71 | 25 | 0.3 | 6 | 24 | 60 | 4.69 | 25 | 0.3 | 6 | 32 | 60 | 3.74 | 9 | 0.5 | 4 | 16 | 90 | 9.01 | 9 | 0.5 | 4 | 20 | 90 | 8.29 | 9 | 0.5 | 4 | 24 | 90 | 6.72 | 9 | 0.5 | 4 | 32 | 90 | 5.23 | 9 | 0.5 | 5 | 16 | 90 | 8.11 | 9 | 0.5 | 5 | 20 | 90 | 7 | 9 | 0.5 | 5 | 24 | 90 | 5.72 | 9 | 0.5 | 5 | 32 | 90 | 4.75 | 9 | 0.5 | 6 | 16 | 90 | 7.52 | 9 | 0.5 | 6 | 20 | 90 | 6.82 | 9 | 0.5 | 6 | 24 | 90 | 5.56 | 9 | 0.5 | 6 | 32 | 90 | 4.52 | 9 | 0.5 | 4 | 16 | 60 | 5.95 | 9 | 0.5 | 4 | 20 | 60 | 5.47 | 9 | 0.5 | 4 | 24 | 60 | 4.44 | 9 | 0.5 | 4 | 32 | 60 | 3.45 | 9 | 0.5 | 5 | 16 | 60 | 5.35 | 9 | 0.5 | 5 | 20 | 60 | 4.62 | 9 | 0.5 | 5 | 24 | 60 | 3.78 | 9 | 0.5 | 5 | 32 | 60 | 3.14 | 9 | 0.5 | 6 | 16 | 60 | 4.96 | 9 | 0.5 | 6 | 20 | 60 | 4.5 | 9 | 0.5 | 6 | 24 | 60 | 3.67 | 9 | 0.5 | 6 | 32 | 60 | 2.98 | 16 | 0.5 | 4 | 16 | 90 | 9.73 | 16 | 0.5 | 4 | 20 | 90 | 8.95 | 16 | 0.5 | 4 | 24 | 90 | 7.26 | 16 | 0.5 | 4 | 32 | 90 | 5.65 | 16 | 0.5 | 5 | 16 | 90 | 8.76 | 16 | 0.5 | 5 | 20 | 90 | 7.56 | 16 | 0.5 | 5 | 24 | 90 | 6.18 | 16 | 0.5 | 5 | 32 | 90 | 5.13 | 16 | 0.5 | 6 | 16 | 90 | 8.12 | 16 | 0.5 | 6 | 20 | 90 | 7.37 | 16 | 0.5 | 6 | 24 | 90 | 6 | 16 | 0.5 | 6 | 32 | 90 | 4.88 | 16 | 0.5 | 4 | 16 | 60 | 6.81 | 16 | 0.5 | 4 | 20 | 60 | 6.27 | 16 | 0.5 | 4 | 24 | 60 | 5.08 | 16 | 0.5 | 4 | 32 | 60 | 3.95 | 16 | 0.5 | 5 | 16 | 60 | 6.13 | 16 | 0.5 | 5 | 20 | 60 | 5.29 | 16 | 0.5 | 5 | 24 | 60 | 4.32 | 16 | 0.5 | 5 | 32 | 60 | 3.59 | 16 | 0.5 | 6 | 16 | 60 | 5.69 | 16 | 0.5 | 6 | 20 | 60 | 5.16 | 16 | 0.5 | 6 | 24 | 60 | 4.2 | 16 | 0.5 | 6 | 32 | 60 | 3.42 | 25 | 0.5 | 4 | 16 | 90 | 10.7 | 25 | 0.5 | 4 | 20 | 90 | 9.85 | 25 | 0.5 | 4 | 24 | 90 | 7.98 | 25 | 0.5 | 4 | 32 | 90 | 6.21 | 25 | 0.5 | 5 | 16 | 90 | 9.63 | 25 | 0.5 | 5 | 20 | 90 | 8.32 | 25 | 0.5 | 5 | 24 | 90 | 6.8 | 25 | 0.5 | 5 | 32 | 90 | 5.64 | 25 | 0.5 | 6 | 16 | 90 | 8.93 | 25 | 0.5 | 6 | 20 | 90 | 8.1 | 25 | 0.5 | 6 | 24 | 90 | 6.61 | 25 | 0.5 | 6 | 32 | 90 | 5.37 | 25 | 0.5 | 4 | 16 | 60 | 7.92 | 25 | 0.5 | 4 | 20 | 60 | 7.29 | 25 | 0.5 | 4 | 24 | 60 | 5.91 | 25 | 0.5 | 4 | 32 | 60 | 4.6 | 25 | 0.5 | 5 | 16 | 60 | 7.13 | 25 | 0.5 | 5 | 20 | 60 | 6.15 | 25 | 0.5 | 5 | 24 | 60 | 5.03 | 25 | 0.5 | 5 | 32 | 60 | 4.18 | 25 | 0.5 | 6 | 16 | 60 | 6.61 | 25 | 0.5 | 6 | 20 | 60 | 6 | 25 | 0.5 | 6 | 24 | 60 | 4.89 | 25 | 0.5 | 6 | 32 | 60 | 3.97 |
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