This repository contains the code to predict compressive and tensile strengths of high-performance concrete as described in this paper.
If you find this code helpful, please cite
@article{nguyen_efficient_2020,
author = {Nguyen, Hoang and Vu, Thanh and Vo, Thuc P. and Thai, Huu-Tai},
title={Efficient machine learning models for prediction of concrete strengths},
journal={Construction and Building Materials},
volume = {266},
year={2021},
doi = {10.1016/j.conbuildmat.2020.120950}
}
- numpy 1.15.3
- scipy 1.1.0
- pandas 0.23.4
- scikit-learn 0.20.0
- xgboost 0.80
cd src
python run_model.py
The problem (compressive/tensile concrete strengths) and model parameters
can be chosen in src/run_model.py