Table 2.
Use cases for prognostic health-monitoring methods. The symbols mean: The strong occurrence of a feature (✓), the absence or contradiction (×) and the occurrence of a feature in certain cases or when it is not dominant (−).
FTA | Expert Systems |
Fuzzy Systems |
Analytical Redundancy |
QTA | Statistic | Stochastic | ANN | |
---|---|---|---|---|---|---|---|---|
Fault detection | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |
Anomaly/new fault detection | × | × | × | ✓ | × | ✓ | × | ✓ |
Fault classification | ✓ | ✓ | ✓ | × | ✓ | − | ✓ | ✓ |
Root cause analysis | ✓ | − | − | − | − | − | ✓ | − |
Remaining useful life | × | ✓ | ✓ | − | − | ✓ | ✓ | ✓ |
Expert knowledge needed | ✓ | ✓ | ✓ | × | × | × | − | × |
Data science/statistic knowledge needed | × | × | × | × | − | ✓ | ✓ | ✓ |
Large dataset needed | × | × | − | − | − | − | ✓ | ✓ |
Transparency | ✓ | ✓ | ✓ | − | ✓ | − | ✓ | × |