Tom Westermann

Contextualizing Timed Automata via Knowledge Graphs for Agentic LLM-Based Fault Diagnosis

Timed automata learned from fault-free operation data are an established tool for anomaly detection in Cyber-Physical Production Systems, but they provide no mechanism for fault diagnosis: the automaton operates at the signal level and encodes neither the physical meaning of its states nor the causal relationships need...