Machine-learning assisted analysis on the seismic performance of steel reinforced concrete composite columns

Keyphrases

• Machine Learning 100%
• Assisted Analysis 100%
• Composite Columns 100%
• Seismic Performance 100%
• Steel Reinforced Concrete 100%
• Concrete Composites 100%
• Steel Reinforced Concrete Column 100%
• Machine Learning Models 75%
• Machine Learning Algorithms 50%
• Failure Mode 50%
• Bearing Capacity 50%
• Classification Accuracy 25%
• Accuracy Improvement 25%
• Theoretical Derivation 25%
• Data-driven Analysis 25%
• Random Forest Regression 25%
• Horizontal Force 25%
• Reflexive Thematic Analysis 25%
• Seismic Action 25%
• Reversed Cyclic 25%
• Best Estimation 25%
• XGBoost Model 25%
• Failure Mode Identification 25%
• Axial Compressive Force 25%
• Load-bearing Mechanism 25%
• Capacity Prediction 25%

Engineering

• Seismic Performance 100%
• Composite Column 100%
• Steel-Reinforced Concrete 100%
• Learning System 100%
• Failure Mode 50%
• Bearing Capacity 33%
• Machine Learning Algorithm 33%
• Preliminary Design 16%
• Test Data 16%
• Random Forest 16%
• Preliminary Analysis 16%
• Horizontal Force 16%
• Compressive Force 16%
• Seismic Action 16%

Material Science

• Composite Material 100%
• Steel-Reinforced Concrete 100%
• Bearing Capacity 33%