Author

Javad Shayanfar

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Open access Sep 2026

Analysis-Oriented Modeling of Partially FRP-Confined RC Columns Incorporating Non-Uniform Deformation Effects

This study proposes a generalized mechanics-based analysis-oriented model (AOM) for predicting the complete axial stress–strain response of circular reinforced concrete (RC) columns under partial (discontinuous) FRP–steel confinement. The proposed formulation couples an enhanced dilation model with a unified axial stre...

Amal Bouhebila, R. Benzaid, Javad Shayanfar · Journal of Composites Scienc... · 0 citations

Open access Jul 2026

Machine Learning Models for Predicting Mechanical Properties of FRP-Confined Concrete Columns Across Low- to Ultra-High-Strength Concrete

Among all ML models, eXtreme gradient boosting demonstrated superior predictive performance, effectively capturing the nonlinear and multivariate interactions governing confinement effectiveness.

Javad Shayanfar, J. Barros · Journal of Composites Scienc... · 1 citation