Table 12 Results of the effect of different transfer functions between 2 layers in predicting compressive strength of 7 and 28 days of self-compacting concrete.
Transfer functions | Tansig–Tansig | Tansig–logsig | Tansig- purline | Purline–logsig | Purline–purline | Purline–Tansig | logsig–logsig | logsig–purline | logsig–tansig | |
|---|---|---|---|---|---|---|---|---|---|---|
MSE Test | \({F}_{c}7\) | 51.21 | 153.01 | 56..10 | 208.87 | 59.66 | 59.24 | 144.40 | 45.95 | 51.35 |
\({F}_{c}28\) | 66.34 | 371.56 | 105.57 | 295.56 | 208.87 | 208.36 | 371.56 | 62.91 | 76.98 | |
MSE Train | \({F}_{c}7\) | 35.75 | 128.96 | 55.60 | 172.58 | 87.49 | 95.51 | 123.49 | 63.76 | 71.81 |
\({F}_{c}28\) | 47..89 | 339.25 | 105.89 | 290.90 | 218.45 | 222.38 | 339.25 | 59.38 | 56.99 | |
R Test | \({F}_{c}7\) | 0.84 | 0.67 | 0.83 | −0.16 | 0.87 | 0.83 | 0.75 | 0.87 | 0.86 |
\({F}_{c}28\) | 0.90 | −0.25 | 0.84 | 0.58 | 0.65 | 0.64 | −0.17 | 0.90 | 0.88 | |
R Train | \({F}_{c}7\) | 0.86 | 0.60 | 0.77 | −0.12 | 0.61 | 0.56 | 0.70 | 0.73 | 0.69 |
\({F}_{c}28\) | 0.92 | −0.13 | 0.82 | 0.47 | 0.57 | 0.57 | −0.12 | 0.90 | 0.90 |