ANN model for predicting the elastic critical buckling coefficients of prismatic tapered steel web plates under stress gradients
Tapered steel plate girders are commonly used in large span industrial structures and
composite bridges. The tapered thin steel web plates under stress gradients in such …
composite bridges. The tapered thin steel web plates under stress gradients in such …
Hybrid machine learning models for classifying failure modes of unstiffened steel plate girders subjected to patch loading
This paper, for the first time, develops novel hybrid machine learning models that combine
Support Vector Machine, Naïve Bayes, K-Nearest Neighbors, Decision Tree, Random …
Support Vector Machine, Naïve Bayes, K-Nearest Neighbors, Decision Tree, Random …
Failure Mode Identification and Shear Strength Prediction of Rectangular Hollow RC Columns Using Novel Hybrid Machine Learning Models
Failure mode identification and shear strength prediction are critical issues in designing
reinforced concrete (RC) structures. Nevertheless, specific guidelines for identifying the …
reinforced concrete (RC) structures. Nevertheless, specific guidelines for identifying the …
Random Forests Machine Learning Applied to PEER Structural Performance Experimental Columns Database
KG Megalooikonomou, GN Beligiannis - Applied Sciences, 2023 - mdpi.com
Columns play a very important role in structural performance and, therefore, this paper
contributes to the critical need for failure mode prediction of reinforced concrete (RC) …
contributes to the critical need for failure mode prediction of reinforced concrete (RC) …
Machine learning (ML) algorithms for seismic vulnerability assessment of school buildings in high-intensity seismic zones
M Zain, U Dackermann, L Prasittisopin - Structures, 2024 - Elsevier
Ensuring seismic resilience of school buildings is crucial for safeguarding their occupants
during earthquakes. This paper focuses on assessing the seismic vulnerability of school …
during earthquakes. This paper focuses on assessing the seismic vulnerability of school …
Prediction of blast-induced structural response and associated damage using machine learning
Terrorist bombing-induced casualties are not only related to immediate fatalities but also to
structural deterioration, damage, or even collapse that might occur and may lead to …
structural deterioration, damage, or even collapse that might occur and may lead to …
Modeling the Cause-and-Effect Relationships between the Causes of Damage and External Indicators of RC Elements Using ML Tools
Reinforced concrete (RC) structures are used in a wide range of applications, including high-
rise buildings, nuclear power plants, oil and gas platforms, bridges, and other infrastructure …
rise buildings, nuclear power plants, oil and gas platforms, bridges, and other infrastructure …
[HTML][HTML] Metaheuristic optimization of extreme gradient boosting machine for enhanced prediction of lateral strength of reinforced concrete columns under cyclic …
ND Hoang - Results in Engineering, 2024 - Elsevier
The estimation of lateral strength in reinforced concrete (RC) columns subjected to cyclic
loads is crucial in structural design. The failure of RC columns under lateral forces can lead …
loads is crucial in structural design. The failure of RC columns under lateral forces can lead …
Hybrid machine learning with HHO method for estimating ultimate shear strength of both rectangular and circular RC columns
This paper presents six novel hybrid machine learning (ML) models that combine support
vector machines (SVM), Decision Tree (DT), Random Forest (RF), Gradient Boosting (GB) …
vector machines (SVM), Decision Tree (DT), Random Forest (RF), Gradient Boosting (GB) …
Prediction of shear capacity of RC columns and discussion on shear contribution via the explainable machine learning
C Ma, J Cao, K Pan, JJ Zeng - Structures, 2024 - Elsevier
The research goal of this paper is to establish a machine learning (ML) model of shear
capacity of reinforced concrete (RC) columns that can reflect the shear mechanism. The …
capacity of reinforced concrete (RC) columns that can reflect the shear mechanism. The …