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