Concrete Compressive Strength
About
Concrete is the most important material in civil engineering. The concrete compressive strength is a highly nonlinear function of age and ingredients.
Number of instances 1030
Number of Attributes 9
Attribute breakdown 8 quantitative input variables, and 1 quantitative output variable
Missing Attribute Values None
Subject Area
Physics and Chemistry
Instances
1,030
Features
9
Data Types
Multivariate
Tasks
Regression
Feature Types
Continuous
Features
| Name | Role | Type | Units | Missing Values |
|---|---|---|---|---|
| Cement | Feature | Continuous | kg/m^3 | No |
| Blast Furnace Slag | Feature | Integer | kg/m^3 | No |
| Fly Ash | Feature | Continuous | kg/m^3 | No |
| Water | Feature | Continuous | kg/m^3 | No |
| Superplasticizer | Feature | Continuous | kg/m^3 | No |
| Coarse Aggregate | Feature | Continuous | kg/m^3 | No |
| Fine Aggregate | Feature | Continuous | kg/m^3 | No |
| Age | Feature | Integer | day | No |
| Concrete compressive strength | Target | Continuous | MPa | No |
Introductory Paper
Modeling of strength of high-performance concrete using artificial neural networks
I. Yeh. 1998.
Cement and Concrete Research, Vol. 28, No. 12