Abstract: Because the causality diagram's reasoning calculation is a NP problem, it is inconvenient in its popularization and application. This paper presented two simulation reasoning algorithms including A-R sampling and importance sampling based on causality diagram. The effective application in fault diagnosis shows the method is feasible.

Key words: Causality diagram, Simulation, Important sampling