Bayesian technique is used to update performance of fatigue details.
Uncertainties in damage propagation and inspection are considered.
Fatigue risk assessment at component and system levels is investigated.
Risk-based inspection priority among multiple fatigue-sensitive details is obtained.
Inspection methods have considerable effects on updated risk ranking.