Damage initiation in unidirectional fiber composites with different degrees of nonuniform fiber distribution
Sign Up to like & getrecommendations! Published in 2018 at "Composites Science and Technology"
DOI: 10.1016/j.compscitech.2017.11.017
Abstract: This paper reports a study of the initiation of the first failure event in unidirectional composites subjected to transverse tension. Two energy based point failure criteria – critical dilatational ... read more here.
Keywords: damage initiation; initiation; composites different; fiber composites ... See more keywords
Predicting damage initiation in 3D fibre-reinforced composites – The case for strain-based criteria
Sign Up to like & getrecommendations! Published in 2019 at "Composite Structures"
DOI: 10.1016/j.compstruct.2019.111336
Abstract: Three dimensional (3D) fibre-reinforced composites have shown weight effi- cient strength and stiffness characteristics as well as promising energy absorp- tion capabilities. In the considered clas ... read more here.
Keywords: predicting damage; damage initiation; reinforced composites; fibre reinforced ... See more keywords
Integrating machine learning and symbolic regression for predicting damage initiation in hybrid FRP bolted connections
Sign Up to like & getrecommendations! Published in 2025 at "Scientific Reports"
DOI: 10.1038/s41598-025-02390-4
Abstract: The increasing adoption of machine learning (ML) in fiber-reinforced polymer (FRP) composite design has led to a reliance on black-box models, which achieve high predictive accuracy but lack interpretability. Python symbolic regression (PySR) offers a… read more here.
Keywords: damage initiation; damage; machine learning; regression ... See more keywords