Machine learning for structural engineering: A state-of-the-art review

HT Thai - Structures, 2022 - Elsevier
Abstract Machine learning (ML) has become the most successful branch of artificial
intelligence (AI). It provides a unique opportunity to make structural engineering more …

Predicting ultimate strength and axial strain of circular concrete columns having AFRP wraps and tube-encased confinement

I Djafar-Henni, M Berradia, N Ghazouani… - Mechanics of …, 2024 - Taylor & Francis
The current study performs an in-depth analysis into the reinforcement of circular concrete
columns (CCC) using aramid fiber-reinforced polymers (AFRP), focusing on two distinct …

Prediction of ultimate strain and strength of CFRP-wrapped normal and high-strength concrete compressive members using ANN approach

M Berradia, EH Meziane, A Raza… - Mechanics of …, 2024 - Taylor & Francis
The literature is deficit in predicting the axial strength (AS) and axial strain of carbon fiber
reinforced polymer (CFRP)-wrapped normal strength concrete (NSC) and high strength …

Experiments and predictive modeling of optimized fiber-reinforced concrete columns having FRP rebars and hoops

J Baili, A Raza, M Azab, K Ali, MH El Ouni… - Mechanics of …, 2023 - Taylor & Francis
This research studies the structural performance of glass fiber-reinforced polymer (glass-
FRP) reinforced concrete (RC) columns incorporating glass hybrid fibers (GFC) and steel …

Proposed numerical and machine learning models for fiber-reinforced polymer concrete-steel hollow and solid elliptical columns

T Qiong, I Jha, A Bahrami, HF Isleem, R Kumar… - Frontiers of Structural …, 2024 - Springer
This study employs a hybrid approach, integrating finite element method (FEM) simulations
with machine learning (ML) techniques to investigate the structural performance of double …

Structural evaluation of recycled aggregate concrete circular columns having FRP rebars and synthetic fibers

A Raza, MH El Ouni, L Ali, M Awais, B Ali, Z Ahmad… - Engineering …, 2022 - Elsevier
Large quantity of recycled aggregate concrete (RAC) obtained from concrete and demolition
waste needs to be disposed of properly and sustainably. The present investigation aims to …

A GMDH model and parametric investigation of geopolymeric recycled concrete FRP-spiral-confined members

A Raza, S Abdellatif, MH El Ouni - Engineering Applications of Artificial …, 2023 - Elsevier
For the sustainability of the environment, minimization of the carbon dioxide (CO 2)
emissions from the production of cement and resolving the issues related to the dumping of …

Study and data-driven modeling of flexural behaviors of ultra-high-performance concrete reinforced by milling steel fiber

Y Yang, B Chen, Y Xia, S Liu, Q Xiao… - Mechanics of …, 2024 - Taylor & Francis
This study leveraged milling steel fibers to enhance the flexural capacity of ultra-high-
performance concrete (UHPC). We assessed UHPC's flexural performance, measuring …

Estimation of compressive strength for spiral stirrup-confined circular concrete column using optimized machine learning with interpretable techniques

Y Sun - Mechanics of Advanced Materials and Structures, 2024 - Taylor & Francis
The compressive strength (CS) of a concrete column confined with spiral stirrups is an
important indicator for assessing the safety and stability of concrete structures. However …

Effectiveness of FRP confinement for low strength recycled aggregate concrete compressive members having optimized combination of fibers

A Raza, AB Elhag, MHE Ouni, M Arshad - Structural Concrete, 2024 - Wiley Online Library
The quantity of recycled concrete aggregates is increasing day by day due to the enhanced
demolition rate of old infrastructures, which is dangerous to the environment's sustainability …