Research Article
Prediction of Compressive Strength Behavior of Ground Bottom Ash Concrete by an Artificial Neural Network
Table 7
The concrete compressive strength of parameter format used in the ANN models.
| Compressive strength (MPa) | Number | 1–40 | 41–80 | 81–120 | 121–160 | 161–200 | 201–240 | 241–280 | 281–320 | 321–360 | 361–400 | 401–440 | 441–480 | 481–520 | 521–560 | 561–600 | 601–640 | 641–680 | 681–720 | 721–756 |
| 1 | 11.4 | 14.8 | 23.3 | 14.7 | 13.5 | 39.3 | 23 | 27.1 | 40 | 32.4 | 40.2 | 23.8 | 36.5 | 39.3 | 32.2 | 44.2 | 49.6 | 31.8 | 51 | 2 | 11.3 | 13.2 | 21.9 | 11.7 | 11.1 | 38.9 | 21.4 | 23.2 | 33.9 | 34 | 35.7 | 22.9 | 32.7 | 31.1 | 32.8 | 44.6 | 47.5 | 29.9 | 57.9 | 3 | 10.5 | 17.8 | 19.5 | 11.4 | 27.1 | 35.6 | 21.7 | 32.3 | 31.6 | 34 | 41 | 19.4 | 33.2 | 51 | 30.6 | 44.6 | 53.7 | 24.8 | 58.4 | 4 | 10 | 16.5 | 17.6 | 9.2 | 28.8 | 32.9 | 18.4 | 27.7 | 27.4 | 31 | 39.8 | 18.1 | 27.9 | 56.6 | 26.2 | 43.2 | 53.3 | 21.7 | 58.6 | 5 | 9.6 | 16.0 | 25.3 | 8.5 | 26.3 | 37.8 | 17 | 27.4 | 22.1 | 29.8 | 40.6 | 25.6 | 25.7 | 56.8 | 31.6 | 38.7 | 55.3 | 40.4 | 55.1 | 6 | 7.3 | 14.0 | 22.1 | 7.4 | 26.5 | 38.5 | 15.1 | 26.4 | 23.1 | 26.6 | 40.8 | 22.1 | 22.3 | 57.6 | 31.3 | 34.5 | 50.1 | 44.3 | 47.4 | 7 | 11.4 | 11.6 | 20.2 | 18.7 | 24.4 | 35.9 | 23 | 21.3 | 21.3 | 32.4 | 35.7 | 21.5 | 41.4 | 52.5 | 31.6 | 44.2 | 46.2 | 44 | 51 | 8 | 9.9 | 11.2 | 19.5 | 19.2 | 22.5 | 33.3 | 19.1 | 18 | 21.5 | 31.3 | 31.6 | 19.9 | 44.6 | 48.2 | 30.1 | 41.8 | 40.8 | 42 | 53 | 9 | 9.9 | 17.8 | 15.9 | 17.6 | 27.1 | 30.5 | 19.3 | 37 | 19.3 | 31 | 41 | 16.7 | 42.7 | 51 | 26.2 | 42.4 | 28.1 | 40 | 55.5 | 10 | 8.6 | 14.4 | 13.2 | 18 | 25.9 | 26.3 | 16.6 | 39.6 | 17.9 | 27 | 37.3 | 13.9 | 45.1 | 52.9 | 24 | 39.6 | 30.1 | 33.5 | 54.1 | 11 | 7.3 | 13.3 | 33 | 16.6 | 24.9 | 37.8 | 13.7 | 38.5 | 22.1 | 25.3 | 39 | 30.2 | 39 | 53.4 | 31.6 | 34.2 | 28.6 | 40.4 | 49.5 | 12 | 6.3 | 11.7 | 35.6 | 14.8 | 25.6 | 35.6 | 12.3 | 39.6 | 20.4 | 22.4 | 35.7 | 32 | 36.5 | 48.4 | 28.6 | 28.9 | 29.4 | 41.4 | 42.8 | 13 | 11.4 | 9.4 | 32.7 | 18.7 | 21.7 | 34.8 | 27.8 | 35.2 | 20.1 | 32.4 | 34.3 | 30.2 | 41.4 | 45.7 | 29.4 | 48.4 | 26.1 | 42 | 51 | 14 | 9.1 | 8.1 | 31.8 | 17.4 | 18.4 | 28.2 | 28.8 | 31.8 | 18.5 | 28.4 | 27.3 | 30.2 | 41 | 43.4 | 26 | 53.2 | 23.9 | 40 | 50.7 | 15 | 8.4 | 20.9 | 28.3 | 16.7 | 27.1 | 26.2 | 27 | 37 | 15.9 | 28.5 | 46 | 29.3 | 41 | 51 | 22.1 | 53.9 | 28.1 | 33.5 | 52 | 16 | 7 | 22 | 26.7 | 14.7 | 23 | 21.8 | 25 | 36.3 | 15.1 | 23.9 | 50 | 24.4 | 41.2 | 48.2 | 18.7 | 54.1 | 27.8 | 31.1 | 50 | 17 | 5.8 | 20 | 33 | 13 | 21.7 | 18.4 | 24.4 | 31.7 | 22.1 | 22.6 | 50.4 | 30.2 | 36.3 | 50.7 | 38 | 50.9 | 28.1 | 40.4 | 45.6 | 18 | 4.6 | 20.5 | 33.1 | 11.7 | 21.9 | 18.7 | 21.8 | 34.8 | 18.7 | 19 | 48 | 29.3 | 30.9 | 45 | 41 | 43.6 | 26.1 | 38.6 | 37.8 | 19 | 14.3 | 17.7 | 30.7 | 18.7 | 16.3 | 17.2 | 27.8 | 31.5 | 17.9 | 36.4 | 46.6 | 28.9 | 41.4 | 42.8 | 41 | 48.4 | 22.7 | 38.8 | 56 | 20 | 14.4 | 16.6 | 26.2 | 15.1 | 13.5 | 17.7 | 26.5 | 27.3 | 15.5 | 38.9 | 44.1 | 27.2 | 38.2 | 37.1 | 38 | 50 | 21.9 | 38 | 65 | 21 | 13.3 | 20.9 | 24.8 | 14.6 | 31 | 16.1 | 26 | 37 | 13.9 | 36.4 | 46 | 23.9 | 38.1 | 26.8 | 38 | 50.9 | 28.1 | 31.2 | 65.5 | 22 | 13.6 | 19.8 | 21.7 | 12 | 33.3 | 14.9 | 22 | 33.4 | 11.8 | 37.9 | 47.9 | 21.8 | 35.8 | 28.4 | 30.2 | 49.9 | 26.2 | 26.9 | 66.1 | 23 | 11.8 | 18.8 | 33 | 9.9 | 31.6 | 18.4 | 21.4 | 33.3 | 26.4 | 34.2 | 47.3 | 30.2 | 31.3 | 26.6 | 38 | 45.9 | 24.8 | 45.7 | 59.1 | 24 | 10.4 | 18.4 | 30.2 | 9.2 | 30.9 | 16.7 | 18.2 | 30.7 | 27.5 | 31.7 | 45 | 26.6 | 25.6 | 27.3 | 38.4 | 38.8 | 24 | 50.8 | 55.6 | 25 | 14.3 | 16 | 28.1 | 24 | 28.8 | 16.3 | 27.8 | 28.9 | 25.9 | 36.4 | 40.9 | 26.3 | 45.2 | 24.7 | 39 | 48.4 | 20.8 | 49.1 | 56 | 26 | 12.9 | 14.2 | 23.9 | 24.7 | 25.8 | 14.9 | 23.8 | 21.5 | 25.6 | 35.3 | 37.3 | 23.6 | 49.2 | 22.2 | 33 | 46.4 | 17.1 | 51 | 59.9 | 27 | 12.6 | 20.9 | 19.5 | 24 | 31 | 13.4 | 23.3 | 42.1 | 24.3 | 35.7 | 46 | 20 | 49.5 | 26.8 | 31.2 | 48.9 | 33.9 | 45.8 | 62.7 | 28 | 11.9 | 17.3 | 16.5 | 21 | 30.4 | 11.6 | 19.7 | 45.5 | 22.5 | 35.3 | 43.2 | 16.6 | 49.2 | 25.7 | 27.9 | 45.5 | 36.8 | 41.1 | 57.6 | 29 | 9.6 | 15.9 | 14.7 | 20.6 | 28.8 | 18.4 | 18.3 | 45.9 | 26.4 | 31 | 44.6 | 36.5 | 46.1 | 26 | 38 | 42.3 | 35.5 | 45.7 | 55 | 30 | 8.5 | 16.5 | 14.9 | 17.1 | 28.5 | 15.3 | 13.4 | 44.2 | 25.5 | 26.6 | 39.1 | 38.9 | 39.8 | 25 | 35.7 | 34.5 | 36.6 | 47.5 | 50.4 | 31 | 14.3 | 11.6 | 13.6 | 24 | 25.4 | 14.8 | 32.3 | 40.9 | 25.2 | 36.4 | 37.7 | 38 | 45.2 | 20.7 | 37.3 | 53.7 | 32.3 | 48.4 | 56 | 32 | 11.3 | 10.4 | 13.9 | 23 | 21.5 | 11.8 | 34.6 | 39.6 | 24.2 | 32.4 | 32.2 | 35 | 45 | 19.8 | 31.2 | 60.5 | 28.9 | 47 | 56.6 | 33 | 10.7 | 25.3 | 12.9 | 22 | 31 | 11.1 | 31.6 | 42.1 | 20.6 | 32.4 | 25.6 | 35.7 | 47 | 26.8 | 28.3 | 60.8 | 33.9 | 43.1 | 58.2 | 34 | 8.9 | 26.7 | 11.3 | 19 | 27.5 | 9.1 | 33.2 | 42.5 | 18.6 | 30.2 | 26.7 | 28.4 | 46.1 | 23.5 | 25 | 61.2 | 34.3 | 37 | 54.3 | 35 | 7.6 | 24.5 | 14.7 | 17.8 | 26.6 | 23 | 30 | 42.7 | 26.4 | 26.2 | 24.8 | 36.5 | 41.7 | 23 | 44.2 | 56.1 | 34.9 | 45.7 | 51.5 | 36 | 6.2 | 23.8 | 13 | 15.4 | 24.5 | 23.5 | 27.3 | 40.5 | 23 | 22.2 | 25.6 | 35.6 | 37.5 | 22.6 | 48.2 | 52.1 | 33.1 | 44.3 | 44.2 | 37 | 17.8 | 22.5 | 12.9 | 24 | 22.2 | 22.9 | 32.3 | 35.8 | 21.7 | 41 | 23.3 | 36 | 45.2 | 18.3 | 46.4 | 53.7 | 28.2 | 44.8 | | 38 | 18.4 | 19.8 | 11.7 | 20.3 | 16.5 | 22.3 | 31 | 32.4 | 19.5 | 43.7 | 20.3 | 31 | 42.3 | 15.2 | 47.8 | 57.7 | 26.4 | 43.2 | | 39 | 10.7 | 25.3 | 10.3 | 19.5 | 37.8 | 21.2 | 30.3 | 42.1 | 16.9 | 49.3 | 25.6 | 29.2 | 44.7 | 31.6 | 42.9 | 58.5 | 33.9 | 38.6 | | 40 | 16 | 24.6 | 8.8 | 16.6 | 41 | 18.5 | 30.6 | 40 | 14.5 | 43.1 | 24.1 | 25.7 | 41.1 | 34.1 | 39.3 | 53 | 31.8 | 32.7 | |
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