no code implementations • 27 Nov 2023 • Henrik S. Steude, Lukas Moddemann, Alexander Diedrich, Jonas Ehrhardt, Oliver Niggemann
In Cyber-Physical Systems (CPS) research, anomaly detection (detecting abnormal behavior) and diagnosis (identifying the underlying root cause) are often treated as distinct, isolated tasks.
no code implementations • 6 Nov 2023 • Lukas Moddemann, Henrik Sebastian Steude, Alexander Diedrich, Oliver Niggemann
Consistency-based diagnosis is an established approach to diagnose technical applications, but suffers from significant modeling efforts, especially for dynamic multi-modal time series.
no code implementations • 20 Sep 2022 • Maria Krantz, Alexander Windmann, Rene Heesch, Lukas Moddemann, Oliver Niggemann
A promising approach to deal with this complexity is the concept of causality.