Research Article
Compressive Strength Prediction of Stabilized Dredged Sediments Using Artificial Neural Network
Table 2
Comparison of experimental results and ANN model results with error (ANN-EXP)/EXP.
| Sample | Dataset | % cement | % water | % air foam | % waste | Experimental | ANN | Error (%) |
| 01 | Training | 12 | 156 | 1 | 0.143 | 62.81 | 66.49 | 5.54 | 02 | Training | 12 | 156 | 1 | 0.179 | 58.9 | 58.90 | 0.00 | 03 | Training | 12 | 156 | 5 | 0 | 11.56 | 23.63 | 51.08 | 04 | Training | 12 | 125 | 2 | 0.036 | 63.02 | 63.02 | 0.00 | 05 | Training | 12 | 156 | 2 | 0.143 | 56.22 | 56.22 | 0.00 | 06 | Training | 12 | 156 | 4 | 0.036 | 23.09 | 23.09 | 0.00 | 07 | Training | 12 | 156 | 2 | 0.179 | 27.23 | 27.23 | 0.00 | 08 | Training | 20 | 156 | 2 | 0 | 80.16 | 116.96 | 31.46 | 09 | Training | 12 | 156 | 3 | 0.179 | 25.2 | 25.20 | 0.00 | 10 | Training | 16 | 156 | 2 | 0.036 | 93.14 | 93.14 | 0.00 | 11 | Training | 12 | 250 | 2 | 0.036 | 8.7 | 14.50 | 40.00 | 12 | Training | 12 | 218 | 2 | 0 | 16.24 | 16.24 | 0.00 | 13 | Training | 12 | 156 | 2 | 0.107 | 59.49 | 55.21 | −7.75 | 14 | Training | 12 | 156 | 1 | 0 | 57.56 | 57.56 | 0.00 | 15 | Training | 12 | 218 | 2 | 0.179 | 14.94 | 14.94 | 0.00 | 16 | Training | 12 | 250 | 2 | 0.107 | 7.93 | 7.93 | 0.00 | 17 | Training | 12 | 218 | 2 | 0.036 | 21.44 | 12.97 | −65.27 | 18 | Training | 16 | 156 | 2 | 0.107 | 78.19 | 78.19 | 0.00 | 19 | Training | 12 | 156 | 1 | 0.107 | 66.79 | 72.41 | 7.76 | 20 | Training | 12 | 125 | 2 | 0.107 | 61.28 | 81.51 | 24.82 | 21 | Training | 16 | 156 | 2 | 0.179 | 64.37 | 36.55 | −76.10 | 22 | Training | 20 | 156 | 2 | 0.143 | 100.7 | 100.70 | 0.00 | 23 | Training | 8 | 156 | 2 | 0.143 | 20.1 | 20.10 | 0.00 | 24 | Training | 12 | 125 | 2 | 0.143 | 79 | 79.00 | 0.00 | 25 | Training | 12 | 156 | 2 | 0 | 33.15 | 33.15 | 0.00 | 26 | Training | 8 | 156 | 2 | 0.179 | 9.76 | 9.76 | 0.00 | 27 | Training | 12 | 125 | 2 | 0 | 37.95 | 37.95 | 0.00 | 28 | Training | 12 | 156 | 3 | 0 | 25.06 | 25.06 | 0.00 | 29 | Training | 12 | 125 | 2 | 0.179 | 48.69 | 48.69 | 0.00 | 30 | Training | 12 | 250 | 2 | 0 | 12.2 | 12.20 | 0.00 | 31 | Training | 8 | 156 | 2 | 0.036 | 16.21 | 18.13 | 10.58 | 32 | Training | 12 | 187 | 2 | 0.036 | 29.76 | 29.76 | 0.00 | 33 | Training | 12 | 187 | 2 | 0.107 | 26.35 | 26.35 | 0.00 | 34 | Training | 12 | 156 | 3 | 0.107 | 27.4 | 27.40 | 0.00 | 35 | Training | 12 | 156 | 2 | 0.036 | 61.86 | 48.14 | −28.51 | 36 | Training | 12 | 156 | 5 | 0.143 | 15.2 | 15.20 | 0.00 | 37 | Testing | 20 | 156 | 2 | 0.107 | 89.82 | 106.17 | 15.40 | 38 | Testing | 16 | 156 | 2 | 0.143 | 76.01 | 71.65 | −6.08 | 39 | Testing | 12 | 250 | 2 | 0.143 | 8.17 | 11.94 | 31.57 | 40 | Testing | 12 | 156 | 4 | 0.107 | 25.06 | 15.35 | −63.29 | 41 | Testing | 12 | 156 | 5 | 0.179 | 11.71 | 12.52 | 6.46 | 42 | Testing | 12 | 187 | 2 | 0.143 | 32.06 | 36.16 | 11.34 | 43 | Testing | 8 | 156 | 2 | 0 | 10.86 | 17.17 | 36.76 | 44 | Testing | 12 | 218 | 2 | 0.143 | 17.50 | 3.63 | −382.2 | 45 | Testing | 12 | 187 | 2 | 0 | 10.15 | 30.94 | 67.20 | 46 | Testing | 12 | 156 | 4 | 0.179 | 14.42 | 28.16 | 48.79 | 47 | Testing | 12 | 156 | 3 | 0.036 | 23.85 | 26.76 | 10.87 | 48 | Testing | 12 | 156 | 3 | 0.143 | 31.70 | 23.20 | −36.66 | 49 | Testing | 12 | 187 | 2 | 0.179 | 13.95 | 7.33 | −90.24 | 50 | Testing | 12 | 156 | 5 | 0.036 | 16.81 | 12.93 | −30.03 | 51 | Testing | 12 | 156 | 1 | 0.036 | 54.87 | 68.95 | 20.43 |
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