concrete | R Documentation |
Concrete is a highly complex material. This dataset investigates the relationship between the slump, flow and 28-day Compressive Strength of concrete and concrete ingredients.
data("concrete")
A data frame with 103 entries on the following 10 variables.
Cement
Cement, input gradients, kg in one M^3 concrete.
Slag
Slag, input gradients, kg in one M^3 concrete.
Fly_ash
Fly ash, input gradients, kg in one M^3 concrete.
Water
Water, input gradients, kg in one M^3 concrete.
SP
Superplasticizer, input gradients, kg in one M^3 concrete.
Coarse_Aggr
Coarse aggregate, input gradients, kg in one M^3 concrete.
Fine_Aggr
Fine aggregate, input gradients, kg in one M^3 concrete.
Slump
Slump, output variable, in centimeter.
Flow
Flow, output variable, in centimeter.
Strength
28-day Compressive Strength, in Mpa.
Concrete is the most important material in civil engineering. This dataset include 103 data points that measure three characteristics of the concrete and the amount of seven input ingradents.
UCI Machine Learning Repository: http://archive.ics.uci.edu/ml/datasets/concrete+slump+test
Yeh, I-Cheng (2007). Modeling slump flow of concrete using second-order regressions and artificial neural networks. Cement and Concrete Composites, 29(6), 474-480.
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