As such, execution of the extended VOI diagnostic model causes each Bayesian network to be investigated, typically in a parallel manner, to determine which subsystems may be faulty. [0121] Accordingly, the present invention substantially improves the process for diagnosing and troubleshooting large complex systems, such as aircraft.