Research Article
Comparison of Machine Learning Techniques for the Prediction of Compressive Strength of Concrete
Table 2
Details of proportions and compressive strength for concrete mixes after curing of 28, 56, and 91 days.
| Serial number | Mix designation | /c ratio | Mix proportions (c: sand: ca) | Cement content, c (Kg/m3) | 28 days (MPa) | 56 days (MPa) | 91 days (MPa) |
| 1 | MD-1 | 0.53 | 1 : 1.58 : 3.048 | 375 | 36.84 | 40.92 | 44.52 | 2 | MD-2 | 0.50 | 1 : 1.43 : 2.824 | 400 | 43.13 | 50.22 | 51.97 | 3 | MD-3 | 0.53 | 1 : 1.54 : 2.993 | 400 | 38.58 | 45.51 | 47.49 | 4 | MD-4 | 0.47 | 1 : 1.27 : 2.575 | 425 | 47.16 | 51.25 | 54.27 | 5 | MD-5 | 0.49 | 1 : 1.39 : 2.773 | 425 | 45.05 | 50.72 | 52.85 | 6 | MD-6 | 0.44 | 1 : 1.14 : 2.352 | 450 | 49.63 | 54.48 | 58.04 | 7 | MD-7 | 0.47 | 1 : 1.25 : 2.541 | 450 | 47.42 | 51.34 | 55.30 | 8 | MD-8 | 0.42 | 1 : 1.05 : 2.194 | 475 | 54.01 | 57.91 | 60.15 | 9 | MD-9 | 0.44 | 1 : 1.19 : 2.463 | 475 | 50.05 | 55.72 | 58.31 | 10 | MD-10 | 0.53 | 1 : 1.58 : 3.048 | 375 | 37.81 | 43.50 | 47.55 | 11 | MD-11 | 0.50 | 1 : 1.43 : 2.824 | 400 | 44.11 | 50.98 | 52.56 | 12 | MD-12 | 0.53 | 1 : 1.54 : 2.993 | 400 | 40.90 | 46.56 | 51.07 | 13 | MD-13 | 0.47 | 1 : 1.27 : 2.575 | 425 | 47.51 | 52.92 | 54.47 | 14 | MD-14 | 0.49 | 1 : 1.397 : 2.77 | 425 | 45.30 | 51.47 | 53.09 | 15 | MD-15 | 0.51 | 1 : 1.51 : 2.946 | 425 | 42.54 | 49.05 | 51.19 | 16 | MD-16 | 0.44 | 1 : 1.14 : 2.352 | 450 | 52.03 | 56.26 | 59.19 | 17 | MD-17 | 0.47 | 1 : 1.25 : 2.541 | 450 | 48.74 | 53.42 | 55.03 | 18 | MD-18 | 0.49 | 1 : 1.37 : 2.730 | 450 | 46.59 | 53.21 | 53.67 | 19 | MD-19 | 0.42 | 1 : 1.05 : 2.193 | 4750 | 54.49 | 58.65 | 63.07 | 20 | MD-20 | 0.44 | 1 : 1.19 : 2.462 | 475 | 53.06 | 56.67 | 62.57 | 21 | MD-21 | 0.46 | 1 : 1.23 : 2.510 | 475 | 49.18 | 54.04 | 57.10 | 22 | MD-22 | 0.52 | 1 : 1.426 : 2.02 | 425 | 40.02 | 46.92 | 48.48 | 23 | MD-23 | 0.49 | 1 : 1.288 : 1.86 | 450 | 45.25 | 50.43 | 53.09 | 24 | MD-24 | 0.51 | 1 : 0.393 : 1.98 | 450 | 42.68 | 48.54 | 49.63 | 25 | MD-25 | 0.46 | 1 : 1.167 : 1.71 | 475 | 48.67 | 53.48 | 56.50 | 26 | MD-26 | 0.48 | 1 : 1.264 : 1.83 | 475 | 45.52 | 50.97 | 53.63 | 27 | MD-27 | 0.51 | 1 : 1.392 : 3.25 | 350 | 39.52 | 43.31 | 46.13 | 28 | MD-28 | 0.54 | 1 : 1.497 : 3.42 | 350 | 31.66 | 37.18 | 43.92 | 29 | MD-29 | 0.48 | 1 : 1.245 : 2.98 | 375 | 42.73 | 48.23 | 52.23 | 30 | MD-30 | 0.51 | 1 : 1.354 : 3.18 | 375 | 40.69 | 44.46 | 46.42 | 31 | MD-31 | 0.45 | 1 : 1.10 : 2.703 | 400 | 47.99 | 52.95 | 55.51 | 32 | MD-32 | 0.48 | 1 : 1.21 : 2.915 | 400 | 44.89 | 51.20 | 53.85 | 33 | MD-33 | 0.42 | 1 : 0.98 : 2.468 | 425 | 51.25 | 57.55 | 59.50 | 34 | MD-34 | 0.45 | 1 : 1.08 : 2.677 | 425 | 49.05 | 54.14 | 57.35 | 35 | MD-35 | 0.42 | 1 : 0.97 : 2.454 | 450 | 53.69 | 57.77 | 59.89 | 36 | MD-36 | 0.54 | 1 : 1.49 : 3.424 | 350 | 36.64 | 43.46 | 46.55 | 37 | MD-37 | 0.51 | 1 : 1.35 : 3.185 | 375 | 41.57 | 46.81 | 50.04 | 38 | MD-38 | 0.48 | 1 : 1.21 : 2.915 | 400 | 46.22 | 52.58 | 53.07 | 39 | MD-39 | 0.45 | 1 : 1.09 : 2.677 | 425 | 50.35 | 56.02 | 58.32 | 40 | MD-40 | 0.42 | 1 : 0.98 : 2.454 | 450 | 54.11 | 58.52 | 62.28 | 41 | MD-41 | 0.53 | 1 : 1.43 : 2.412 | 375 | 37.30 | 43.51 | 46.63 | 42 | MD-42 | 0.50 | 1 : 1.32 : 2.211 | 400 | 44.04 | 50.53 | 52.55 | 43 | MD-43 | 0.53 | 1 : 1.44 : 2.364 | 400 | 39.61 | 46.09 | 48.17 | 44 | MD-44 | 0.47 | 1 : 1.19 : 2.032 | 425 | 47.37 | 51.31 | 54.77 | 45 | MD-45 | 0.49 | 1 : 1.29 : 2.175 | 425 | 44.69 | 50.69 | 52.75 | 46 | MD-46 | 0.44 | 1 : 1.07 : 1.856 | 450 | 50.93 | 55.71 | 59.05 | 47 | MD-47 | 0.47 | 1 : 1.17 : 2.003 | 450 | 48.08 | 52.63 | 55.61 | 48 | MD-48 | 0.42 | 1 : 0.95 : 1.681 | 475 | 54.14 | 58.21 | 61.11 | 49 | MD-49 | 0.44 | 1 : 1.06 : 1.841 | 475 | 51.31 | 56.37 | 59.51 |
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