Failure mode classification and bearing capacity prediction for reinforced concrete columns based on ensemble machine learning algorithm
DC Feng, ZT Liu, XD Wang, ZM Jiang… - Advanced Engineering …, 2020 - Elsevier
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 …
concerns in structural design and/or performance assessment procedures. The failure types …
Machine learning–based failure mode recognition of circular reinforced concrete bridge columns: Comparative study
S Mangalathu, JS Jeon - Journal of Structural Engineering, 2019 - ascelibrary.org
The prediction of failure mode of columns is critical in deciding the operational and recovery
strategies of a bridge after a seismic event. This paper contributes to the critical need of …
strategies of a bridge after a seismic event. This paper contributes to the critical need of …
Failure mode prediction of reinforced concrete columns using machine learning methods
In this article, new efficient methods are presented to classify failure modes in reinforced
concrete columns. For this purpose, machine learning techniques were utilized with …
concrete columns. For this purpose, machine learning techniques were utilized with …
Seismic performance assessment of corroded RC columns based on data-driven machine-learning approach
Corrosion of steel reinforcements is a major factor that will adversely affect the seismic
performance of the reinforced concrete (RC) columns. This paper investigates the …
performance of the reinforced concrete (RC) columns. This paper investigates the …
Probabilistic Seismic drift-based capacity model of unbonded prestressed reinforced concrete columns: Prediction model and dispersion
Structures designed with high ductility often have significant residual displacement. As a self-
centered structure, unbonded prestressed reinforced concrete (UBPRC) columns can …
centered structure, unbonded prestressed reinforced concrete (UBPRC) columns can …
Experimental investigation on the seismic performance of corroded reinforced concrete columns designed with low and high axial load ratios
This study experimentally examined the seismic performance of corroded reinforced
concrete (RC) columns designed with low and high axial forces. To do this, ten RC columns …
concrete (RC) columns designed with low and high axial forces. To do this, ten RC columns …
[HTML][HTML] Feature selection approach for failure mode detection of reinforced concrete bridge columns
Selecting optimal input variables for machine learning (ML) algorithms is essential for any
model outputs. This study presented a feature selection-based approach for determining the …
model outputs. This study presented a feature selection-based approach for determining the …
Experimental tests on full‐scale RC unretrofitted frame and retrofitted with buckling‐restrained braces
L Di Sarno, G Manfredi - Earthquake Engineering & Structural …, 2012 - Wiley Online Library
The results of experimental tests carried out on reinforced concrete (RC) full‐scale 2‐storey
2‐bays framed buildings are presented. The unretrofitted frame was designed for gravity …
2‐bays framed buildings are presented. The unretrofitted frame was designed for gravity …
[图书][B] Assessing the collapse risk of California's existing reinforced concrete frame structures: Metrics for seismic safety decisions
AB Liel - 2008 - search.proquest.com
The emerging field of performance-based earthquake engineering enables the evaluation of
seismic performance of building structures. In this study, performance-based earthquake …
seismic performance of building structures. In this study, performance-based earthquake …
Effects of axial load on seismic performance of reinforced concrete walls with short shear span
Reinforced concrete (RC) shear walls in tall buildings are found to have a short shear span,
particularly in high-degree coupled walls supported on transfer structures in low-to …
particularly in high-degree coupled walls supported on transfer structures in low-to …