Advanced machine learning techniques for predicting concrete mechanical properties: a comprehensive review of models and methodologies

F Li, MS Rana, MA Qurashi - Multiscale and Multidisciplinary Modeling …, 2025‏ - Springer
This review presents the application of machine learning (ML) techniques for predicting the
mechanical properties of concrete, addressing the limitations of traditional methods such as …

Stress-strain behaviour of axially loaded FRP-confined natural and recycled aggregate concrete using design-oriented and machine learning approaches

TE Dada, G Gong, J **a, L Di Sarno - Journal of Building Engineering, 2024‏ - Elsevier
The reuse of recycled aggregates (RA) in fresh concrete helps to address construction waste
management and reduces carbon footprints; however, the resulting recycled aggregate …