We consider the issue of estimating small failure probabilities in dynamic systems.
We employ the RESTART method to estimate the failure probabilities.
New Importance Functions (IFs) are introduced to increase the method performance.
We adopt two dynamic, hybrid, highly reliable systems as case studies.
A comparison with literature IFs proves the effectiveness of the new IFs.