Table 11.
Statistical analysis of compressive strength MLPNN model.
Statistical Analysis | MLPNN | MLPNN-Adaboost | MLPNN-Bagging |
---|---|---|---|
Average | 28.88 | 28.31 | 28.85 |
Minimum | 2.50 | 3.59 | 6.66 |
Maximum | 58.23 | 56.34 | 57.56 |
No. of entries below 10 MPa | 8 | 4 | 3 |
No. of entries from 10 to 20 MPa | 10 | 16 | 15 |
No. of entries from 20 to 30 MPa | 24 | 24 | 27 |
No. of entries from 30 to 40 MPa | 23 | 26 | 21 |
No. of entries from 40 to 50 MPa | 12 | 5 | 9 |
No. of entries from 50 to 60 MPa | 3 | 5 | 5 |
No. of entries from 60 to 70 MPa | 0 | 0 | 0 |
Total testing data points | 80 | 80 | 80 |
Mean below 10 MPa | 0.84 | 0.35 | 0.32 |
Mean in range of 10 to 20 MPa | 1.67 | 2.89 | 2.55 |
Mean in range of 20 to 30 MPa | 7.35 | 7.31 | 8.34 |
Mean in range of 30 to 40 MPa | 10.30 | 11.65 | 9.44 |
Mean in range of 40 to 50 MPa | 6.56 | 2.68 | 4.73 |
Mean in range of 50 to 60 MPa | 2.16 | 3.43 | 3.45 |
Mean in range of 60 to 70 MPa | 0.00 | 0.00 | 0.00 |