Abstract:  Understanding failure in protection system using Temporal Causal Diagrams  Situational  awareness  in  large  electrical  systems  and  eventual  fault  source  identification  and  possibly prognostics is a very challenging problem. State of the art relies on a network of protection devices that include relays to detect anomalies and engage circuit breakers to isolate the faulty component(s) in the system.