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. 2019 Jun 22;12(12):2002. doi: 10.3390/ma12122002

Table 7.

Results predicted by the artificial neural networks (ANN) during the validation procedure.

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