Research Article
Using an Artificial Neural Network to Validate and Predict the Physical Properties of Self-Compacting Concrete
Table 6
Intermediate mix proposition of BA with PPC-test dataset for ANN1.
| S. no. | PPC (%) | BA (%) | Predicted SC | Predicted IST (min) | Predicted FST (min) | Predicted CS-28 days (N/mm2) |
| 1 | 99 | 1 | 0.377 | 99.124 | 168.67 | 27.437 | 2 | 98 | 2 | 0.378 | 98.59 | 189.186 | 27.621 | 3 | 97 | 3 | 0.379 | 98.155 | 214.507 | 27.805 | 4 | 95 | 5 | 0.381 | 98.227 | 283.119 | 28.156 | 5 | 94 | 6 | 0.381 | 99.915 | 328.633 | 28.312 | 6 | 93 | 7 | 0.382 | 104.197 | 381.482 | 28.405 | 7 | 92 | 8 | 0.382 | 115.127 | 442.878 | 28.389 | 8 | 89 | 11 | 0.384 | 232.702 | 664.366 | 26.609 | 9 | 87 | 13 | 0.386 | 304.65 | 823.787 | 25.005 | 10 | 86 | 14 | 0.389 | 321.386 | 898.931 | 24.338 | 11 | 85 | 15 | 0.393 | 333.927 | 968.841 | 23.637 | 12 | 83 | 17 | 0.408 | 360.002 | 1087.723 | 22.012 | 13 | 82 | 18 | 0.418 | 375.556 | 1136.406 | 21.461 | 14 | 81 | 19 | 0.426 | 391.863 | 1179.047 | 21.242 | 15 | 80 | 20 | 0.431 | 407.715 | 1216.21 | 21.141 |
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