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 numberMix designation/c ratioMix proportions (c: sand: ca)Cement content, c (Kg/m3)28 days (MPa)56 days (MPa)91 days (MPa)

1MD-10.531 : 1.58 : 3.04837536.8440.9244.52
2MD-20.501 : 1.43 : 2.82440043.1350.2251.97
3MD-30.531 : 1.54 : 2.99340038.5845.5147.49
4MD-40.471 : 1.27 : 2.57542547.1651.2554.27
5MD-50.491 : 1.39 : 2.77342545.0550.7252.85
6MD-60.441 : 1.14 : 2.35245049.6354.4858.04
7MD-70.471 : 1.25 : 2.54145047.4251.3455.30
8MD-80.421 : 1.05 : 2.19447554.0157.9160.15
9MD-90.441 : 1.19 : 2.46347550.0555.7258.31
10MD-100.531 : 1.58 : 3.04837537.8143.5047.55
11MD-110.501 : 1.43 : 2.82440044.1150.9852.56
12MD-120.531 : 1.54 : 2.99340040.9046.5651.07
13MD-130.471 : 1.27 : 2.57542547.5152.9254.47
14MD-140.491 : 1.397 : 2.7742545.3051.4753.09
15MD-150.511 : 1.51 : 2.94642542.5449.0551.19
16MD-160.441 : 1.14 : 2.35245052.0356.2659.19
17MD-170.471 : 1.25 : 2.54145048.7453.4255.03
18MD-180.491 : 1.37 : 2.73045046.5953.2153.67
19MD-190.421 : 1.05 : 2.193475054.4958.6563.07
20MD-200.441 : 1.19 : 2.46247553.0656.6762.57
21MD-210.461 : 1.23 : 2.51047549.1854.0457.10
22MD-220.521 : 1.426 : 2.0242540.0246.9248.48
23MD-230.491 : 1.288 : 1.8645045.2550.4353.09
24MD-240.511 : 0.393 : 1.9845042.6848.5449.63
25MD-250.461 : 1.167 : 1.7147548.6753.4856.50
26MD-260.481 : 1.264 : 1.8347545.5250.9753.63
27MD-270.511 : 1.392 : 3.2535039.5243.3146.13
28MD-280.541 : 1.497 : 3.4235031.6637.1843.92
29MD-290.481 : 1.245 : 2.9837542.7348.2352.23
30MD-300.511 : 1.354 : 3.1837540.6944.4646.42
31MD-310.451 : 1.10 : 2.70340047.9952.9555.51
32MD-320.481 : 1.21 : 2.91540044.8951.2053.85
33MD-330.421 : 0.98 : 2.46842551.2557.5559.50
34MD-340.451 : 1.08 : 2.67742549.0554.1457.35
35MD-350.421 : 0.97 : 2.45445053.6957.7759.89
36MD-360.541 : 1.49 : 3.42435036.6443.4646.55
37MD-370.511 : 1.35 : 3.18537541.5746.8150.04
38MD-380.481 : 1.21 : 2.91540046.2252.5853.07
39MD-390.451 : 1.09 : 2.67742550.3556.0258.32
40MD-400.421 : 0.98 : 2.45445054.1158.5262.28
41MD-410.531 : 1.43 : 2.41237537.3043.5146.63
42MD-420.501 : 1.32 : 2.21140044.0450.5352.55
43MD-430.531 : 1.44 : 2.36440039.6146.0948.17
44MD-440.471 : 1.19 : 2.03242547.3751.3154.77
45MD-450.491 : 1.29 : 2.17542544.6950.6952.75
46MD-460.441 : 1.07 : 1.85645050.9355.7159.05
47MD-470.471 : 1.17 : 2.00345048.0852.6355.61
48MD-480.421 : 0.95 : 1.68147554.1458.2161.11
49MD-490.441 : 1.06 : 1.84147551.3156.3759.51