Table 7.
Testing Dataset | Network 2-11-15-1 for Density | Network 2-11-15-1 for Porosity | Network 2-11-15-1 for Strength | ||||||
---|---|---|---|---|---|---|---|---|---|
Lab. Test |
ANN | Relative Error [%] |
Lab. Test |
ANN | Relative Error [%] |
Lab. Test |
ANN | Relative Error [%] |
|
1 dataset (Lab. test LWC 14,15) |
1060 | 1005.31 | −5.16 | 19.03 | 18.773 | −2.73 | 6.37 | 5.476 | −14.04 |
1002 | 976.03 | −2.59 | 15.2 | 17.397 | −14.45 | 6.86 | 5.933 | −13.52 | |
2 dataset (Lab. test LWC 3,7) |
1177 | 1132.83 | −3.75 | 16.0 | 18.126 | 13.28 | 13.43 | 15.091 | 12.37 |
1058 | 977.27 | −7.63 | 27.4 | 30.276 | 10.49 | 4.29 | 4.799 | 11.86 | |
3 dataset (Lab. test LWC 9,11) |
929 | 948.78 | 2.13 | 65.9 | 59.937 | −9.05 | 4.21 | 4.778 | 13.49 |
1041 | 1020.21 | −1.99 | 20.1 | 21.086 | 4.91 | 6.99 | 7.689 | 10.01 | |
4 dataset (Lab. test LWC 1,5) |
1560 | 1339.91 | −14.11 | 20.8 | 19.959 | −4.04 | 18.65 | 21.601 | 15.82 |
1078 | 987.66 | −8.38 | 67.0 | 57.772 | −13.77 | 12.49 | 13.627 | 9.11 | |
5 dataset (Lab. test LWC 6,12) |
1028 | 1062.04 | 3.31 | 45.0 | 50.97 | 13.27 | 4.59 | 4.126 | −10.11 |
1059 | 1073.93 | 1.41 | 36.6 | 33.278 | −9.08 | 5.38 | 4.743 | −11.84 | |
6 dataset (Lab. test LWC 5,11) |
1078 | 1044.83 | −3.08 | 67.0 | 75.317 | 12.41 | 12.49 | 11.322 | −9.36 |
1041 | 923.08 | −11.33 | 20.1 | 22.982 | 14.34 | 6.99 | 6.169 | −11.75 | |
7 dataset (Lab. test LWC 2,13) |
1378 | 1477.18 | 7.19 | 17.7 | 18.512 | 4.59 | 21.35 | 18.351 | −14.05 |
1304 | 1429.97 | 9.66 | 25.6 | 29.21 | 14.1 | 8.92 | 10.125 | 13.51 | |
8 dataset (Lab. test LWC 6,10) |
1028 | 1008.79 | −1.87 | 45.0 | 52.077 | 15.73 | 4.59 | 4.099 | −10.71 |
903 | 990.43 | 9.68 | 26.4 | 22.641 | −14.24 | 5.44 | 4.654 | −14.46 | |
9 dataset (Lab. test LWC 1,2) |
1560 | 1307.31 | −16.19 | 20.8 | 17.937 | −13.76 | 18.65 | 18.026 | −3.35 |
1378 | 1305.18 | −5.13 | 17.7 | 17.829 | 0.73 | 21.35 | 22.068 | 3.36 | |
10 dataset (Lab. test LWC 5,9) |
1078 | 1003.46 | −6.91 | 67.0 | 64.153 | −4.25 | 12.49 | 10.658 | −14.67 |
929 | 983.25 | 5.84 | 65.9 | 65.008 | −1.35 | 4.21 | 4.633 | 10.05 |