Failure mode classification and bearing capacity prediction for reinforced concrete columns based on ensemble machine learning algorithm

• Published in: Advanced engineering informatics Vol. 45; p. 101126
• Main Authors: Feng, De-Cheng, Liu, Zhen-Tao, Wang, Xiao-Dan, Jiang, Zhong-Ming, Liang, Shi-Xue
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.08.2020
• Subjects: Adaptive boosting; Classification; Column; Ensemble learning; Flexure; Machine learning; Regression; Reinforced concrete; Shear; Shear; Column; Machine learning; Classification; Regression; Flexure; Adaptive boosting; Ensemble learning; Reinforced concrete

Failure mode (FM) and bearing capacity of reinforced concrete (RC) columns are key concerns in structural design and/or performance assessment procedures. The failure types, i.e., flexure, shear, or mix of the above two, will greatly affect the capacity and ductility of the structure. Meanwhile, the...