Novel ensemble approach to predict the ultimate axial load of CFST columns with different cross-sections
Concrete-filled steel tubes (CFST) have been widely used in construction due to their
numerous benefits over traditional structural components made of steel or reinforced …
numerous benefits over traditional structural components made of steel or reinforced …
Explainable machine learning models for predicting the axial compression capacity of concrete filled steel tubular columns
Concrete-filled steel tubular (CFST) columns have been popular in the construction industry
due to enhanced mechanical properties such as higher strength and ductility, higher seismic …
due to enhanced mechanical properties such as higher strength and ductility, higher seismic …
Universal boosting ML approaches to predict the ultimate load capacity of CFST columns
TA Nguyen, K Le Nguyen, HB Ly - The Structural Design of Tall …, 2024 - Wiley Online Library
Establishing a universal machine learning (ML) model in structural engineering is vital for
understanding how various parameters, like geometry and material properties, influence a …
understanding how various parameters, like geometry and material properties, influence a …
Enhancing predictive accuracy: a comprehensive study of optimized machine learning models for ultimate load-carrying capacity prediction in SCFST columns
The present study introduces optimized machine learning (OML) models for predicting the
ultimate axial load-carrying capacity of square concrete-filled steel tube (SCFST) columns …
ultimate axial load-carrying capacity of square concrete-filled steel tube (SCFST) columns …
Predicting axial load capacity of CFST columns using machine learning
I Faridmehr, ML Nehdi - Structural Concrete, 2022 - Wiley Online Library
Owing to their economic and structural advantages, concrete‐filled steel tubular (CFST)
columns have been implemented in diverse structural applications, especially in high‐rise …
columns have been implemented in diverse structural applications, especially in high‐rise …
Machine learning-based prediction of CFST columns using gradient tree boosting algorithm
Among recent artificial intelligence techniques, machine learning (ML) has gained
significant attention during the past decade as an emerging topic in civil and structural …
significant attention during the past decade as an emerging topic in civil and structural …
Machine learning (ML) based models for predicting the ultimate strength of rectangular concrete-filled steel tube (CFST) columns under eccentric loading
C Wang, TM Chan - Engineering Structures, 2023 - Elsevier
Concrete-filled steel tubes (CFSTs) are popularly used in structural applications. The
accurate prediction of their ultimate strength is a key for the safety of the structure. Extensive …
accurate prediction of their ultimate strength is a key for the safety of the structure. Extensive …
Prediction of the axial compression capacity of stub CFST columns using machine learning techniques
K Megahed, NS Mahmoud, SEM Abd-Rabou - Scientific Reports, 2024 - nature.com
Concrete-filled steel tubular (CFST) columns have extensive applications in structural
engineering due to their exceptional load-bearing capability and ductility. However, existing …
engineering due to their exceptional load-bearing capability and ductility. However, existing …
Optimized data-driven machine learning models for axial strength prediction of rectangular CFST columns
XG Zhou, C Hou, WQ Feng - Structures, 2023 - Elsevier
The nonlinear material interaction in concrete-filled steel tube (CFST) significantly
contributes to its excellent axial compression behaviour, which in the meantime results in …
contributes to its excellent axial compression behaviour, which in the meantime results in …
Strength prediction of circular CFST columns through advanced machine learning methods
C Hou, XG Zhou - Journal of Building Engineering, 2022 - Elsevier
Concrete-filled steel tube (CFST), well recognized for its excellent mechanical behaviour
and economic efficiency, is widely used as a main load-carrying component in various kinds …
and economic efficiency, is widely used as a main load-carrying component in various kinds …