Fault Diagnosis
Merely detecting when to trigger an alarm is not very helpful - we also want to know which fault triggered the alarm
We need to add a diagnosis aspect to our detector
Thus, we desire the following characteristics of a fault detection system:
Speed
Isolability (Ability to distinguish between different failures)
Robustness
Novelty identifiability (Ability to detect previously unknown failures)
Classification error estimate
Adaptability
Explanation facility
Minimal modelling requirements
Modest storage and computational requirements
Multiple fault identifiability
See V. Venkatasubramanian et al