Research Article
Using an Artificial Neural Network to Validate and Predict the Physical Properties of Self-Compacting Concrete
Table 8
Intermediate mix proposition of BA + RHA with PPC-test dataset of ANN3.
| S. no. | PPC (%) | BA (%) | RHA% | Predicted SC | Predicted IST (min) | Predicted FST (min) | Predicted CS-28 days (N/mm2) |
| 1 | 99 | 0.5 | 0.5 | 0.378 | 108.255 | 435.945 | 28.772 | 2 | 98 | 1 | 1 | 0.38 | 99.56 | 376.038 | 29.047 | 3 | 97 | 1.5 | 1.5 | 0.382 | 96.221 | 325.555 | 29.333 | 4 | 95 | 2.5 | 2.5 | 0.385 | 95.38 | 283.389 | 29.63 | 5 | 94 | 3 | 3 | 0.391 | 96.765 | 219.953 | 30.253 | 6 | 93 | 3.5 | 3.5 | 0.395 | 97.967 | 195.672 | 30.568 | 7 | 92 | 4 | 4 | 0.399 | 99.319 | 175.069 | 30.879 | 8 | 89 | 5.5 | 5.5 | 0.374 | 208.69 | 660.171 | 27.251 | 9 | 87 | 6.5 | 6.5 | 0.374 | 296.348 | 818.668 | 24.222 | 10 | 86 | 7 | 7 | 0.376 | 319.725 | 881.491 | 22.966 | 11 | 85 | 7.5 | 7.5 | 0.382 | 336.989 | 940.54 | 21.971 | 12 | 83 | 8.5 | 8.5 | 0.405 | 359.496 | 1036.452 | 20.965 | 13 | 82 | 9 | 9 | 0.415 | 371.002 | 1075.988 | 20.779 | 14 | 81 | 9.5 | 9.5 | 0.421 | 384.772 | 1110.837 | 20.673 | 15 | 80 | 10 | 10 | 0.424 | 399.641 | 1141.431 | 20.598 |
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