A discrete crack network model coupled with a critical-plane based fatigue delamination growth model under multiaxial loading will be developed and used as a physics-based deterministic solver for its subsequent probabilistic integration. Advanced probabilistic analysis methods with the Bayesian Maximum Entropy (BME) updating will be implemented for its probabilistic integration. Damage detection results are integrated/fused with the physics-based model using the BME framework.