High-performance concrete strength prediction based on ensemble learning

• Published in: Construction & building materials Vol. 324; p. 126694
• Main Authors: Li, Qing-Fu, Song, Zong-Ming
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 21.03.2022
• Subjects: Artificial intelligence; Ensemble learning; High-performance concrete; Sensitivity analysis; Strength prediction; Strength prediction; Sensitivity analysis; High-performance concrete; Ensemble learning; Artificial intelligence

•Four ensemble learning models, AdaBoost, GBDT, XGBoost, and random forest, were used to study.•The effects of the dataset division ratio on model performance were explored through tests.•The model shows superiority in comparison with traditional machine learning models.•The model with the best pred...