TY - GEN
T1 - Alarm processing with model-based diagnosis of event discrete systems
AU - Bauer, Andreas
AU - Botea, Adi
AU - Grastien, Alban
AU - Haslum, Patrik
AU - Rintanen, Jussi
PY - 2011
Y1 - 2011
N2 - Reliable and informative alarm processing is important for improving the situational awareness of operators of electricity networks and other complex systems. Earlier approaches to alarm processing have been predominantly syntactic, based on text-level filtering of alarm sequences or shallow models of the monitored system. We argue that a deep understanding of the current state of the system being monitored is a prerequisite for more advanced forms of alarm processing. We use a model-based approach to infer the (unobservable) events behind alarms and to determine causal connections between events and alarms. Based on this information, we propose implementations of several forms of alarm processing functionalities. We demonstrate and evaluate the resulting framework with data from an Australian transmission network operator.
AB - Reliable and informative alarm processing is important for improving the situational awareness of operators of electricity networks and other complex systems. Earlier approaches to alarm processing have been predominantly syntactic, based on text-level filtering of alarm sequences or shallow models of the monitored system. We argue that a deep understanding of the current state of the system being monitored is a prerequisite for more advanced forms of alarm processing. We use a model-based approach to infer the (unobservable) events behind alarms and to determine causal connections between events and alarms. Based on this information, we propose implementations of several forms of alarm processing functionalities. We demonstrate and evaluate the resulting framework with data from an Australian transmission network operator.
UR - http://www.scopus.com/inward/record.url?scp=80052292640&partnerID=8YFLogxK
U2 - 10.1145/2018316.2018318
DO - 10.1145/2018316.2018318
M3 - Conference contribution
SN - 9781450308748
T3 - ACM International Conference Proceeding Series
BT - Proceedings of the AI for an Intelligent Planet, AIIP'11
T2 - Workshop on AI for an Intelligent Planet, AIIP'11
Y2 - 18 July 2011 through 18 July 2011
ER -