Flexural strength prediction of concrete beams reinforced with hybrid FRP and steel bars based on machine learning

T Zhang, D Gao, C Xue - Structures, 2024 - Elsevier
In the past decade, hybrid fiber-reinforced polymer (FRP) and steel reinforced concrete
(hybrid FRP-steel RC) beams have attracted significant interest due to their relatively …

Machine Learning Models for Predicting Flexural Behavior of FRP-Strengthened RC Beams

NH Askander - Passer Journal of Basic and Applied …, 2024 - passer.garmian.edu.krd
This study's objective is to overcome limitations in current design recommendations by
exploring the application of machine learning to predict the flexural behavior of fiber …

[HTML][HTML] Intelligent prediction modeling for flexural capacity of FRP-strengthened reinforced concrete beams using machine learning algorithms

M Khan, A Khan, AU Khan, M Shakeel, K Khan… - Heliyon, 2024 - cell.com
Fiber-reinforced polymers (FRP) are widely utilized to improve the efficiency and durability of
concrete structures, either through external bonding or internal reinforcement. However, the …

Performance of different machine learning techniques in predicting the flexural capacity of concrete beams reinforced with FRP rods

C Ngamkhanong, S Alzabeebee… - Asian Journal of Civil …, 2024 - Springer
Nowadays, fiber-reinforced polymer (FRP) rods have become an optional material for
reinforced concrete structures instead of steel. This material has high corrosion resistance …

Assessment of shear capacity of a FRP-reinforced concrete beam without stirrup: A machine learning approach

P Kumar, HC Arora, A Kumar - Artificial Intelligence Applications for …, 2024 - Elsevier
Fiber-reinforced polymer (FRP) bars have become increasingly popular as a construction
material due to their versatility in constructing various components such as beams and …

[HTML][HTML] FAI: Fast, accurate, and intelligent approach and prediction tool for flexural capacity of FRP-RC beams based on super-learner machine learning model

TG Wakjira, A Abushanab, U Ebead… - Materials Today …, 2022 - Elsevier
Fiber-reinforced polymer (FRP) composites have recently been considered in the field of
structural engineering as one of the best alternatives to conventional steel reinforcement …

Flexural strength prediction for concrete beams reinforced with FRP bars using gene expression programming

Y Murad, A Tarawneh, F Arar, A Al-Zu'bi, A Al-Ghwairi… - Structures, 2021 - Elsevier
FRP bars have been recently used as an alternative to the traditional steel bars in
construction, especially in harsh environmental regions. Gene expression programming …

Flexural capacity estimation of FRP reinforced T-shaped concrete beams via soft computing techniques

DR Eidgahee, A Soleymani, H Hasani… - Computers and …, 2023 - koreascience.kr
This paper discusses a framework for predicting the flexural strength of prestressed and non-
prestressed FRP reinforced T-shaped concrete beams using soft computing techniques. An …

Data-driven prediction of FRP strengthened reinforced concrete beam capacity based on interpretable ensemble learning algorithms

SY Zhang, SZ Chen, X Jiang, WS Han - Structures, 2022 - Elsevier
Fiber-reinforced polymer (FRP) materials are one of the commonly used materials for
strengthening aged reinforced concrete (RC) beams. However, it is still challenging to …

[PDF][PDF] Predictive model for the shear strength of concrete beams reinforced with longitudinal FRP bars

S Alzabeebee, MK Dhahir, S Keawsawasvong - Struct Eng Mech, 2022 - researchgate.net
Corrosion of steel reinforcement is considered as the main cause of concrete structures
deterioration, especially those under humid environmental conditions. Hence, fiber …