Predicting mode I interlaminar fracture toughness of seawater-aged CFRP laminates: a phenomenological model with Monte Carlo simulation
摘要
The Mode I interlaminar fracture toughness (GIc) of seawater-aged carbon fiber reinforced polymer (CFRP) composites depends on a delicate balance between opposing hygrothermal aging mechanisms, further influenced by salt-induced effects. This complexity creates a gap in predictive models for post-aging interlaminar properties, hindering the marine application of CFRP composites. To address this challenge, we propose a phenomenological model for quantitatively predicting the GIc of CFRP subjected to seawater aging at different concentrations, based on seawater aging and delamination failure mechanisms. Our model predicts GIc directly from fundamental material properties, such as equilibrium moisture content and glass transition temperature, and estimates GIc scatter bands under different seawater concentrations using Monte Carlo simulations. Validation with computational and experimental data reveals a maximum mean absolute percentage error (MAPE) of 7.59% and an average MAPE of 4.71%. This model addresses the gap in quantitative prediction methods for GIc after seawater aging, providing enhanced mechanistic perspectives and demonstrating clear engineering applicability.