Data · dataset · 2025
Improving Multiple Fault Diagnosability using Possible Conflicts
Listed in NASA Data Portal
Multiple fault diagnosis is a difficult problem for dynamic systems.
Description
Due to fault masking, compensation, and relative time of fault occurrence, multiple faults can manifest in many different ways as observable fault signature sequences. This decreases diagnosability of multiple faults, and therefore leads to a loss in effectiveness of the fault isolation step.
We develop a qualitative, event-based, multiple fault isolation framework, and derive several notions of multiple fault diagnosability. We show that using Possible Conflicts, a model decomposition technique that decouples faults from residuals, we can significantly improve the diagnosability of multiple faults compared to an approach using a single global model. We demonstrate these concepts and provide results using a multi-tank system as a case study.
Links
Get the data
- c3.nasa.gov /dashlink/static/media/publication/DaigleEtAl-ImprovingMultiple… ↗
DaigleEtAl-ImprovingMultipleFaultDiagnosability.pdf
download · from data nasa gov
Where it is published
- NASA Data Portal dataset page data.nasa.gov/dataset/improving-multiple-fault-diagnosability-using-possible… ↗
landing page · from data nasa gov
Catalogue records · 1
- CKAN API data.nasa.gov/api/3/action/package_show?id=dbc13d03-9805-4598-a6a0-4c7233118… ↗
metadata API · from data nasa gov
Related
- Possibly the same asImproving Multiple Fault Diagnosability using Possible Conflicts
Provenance · 1 source records, 6 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| NASA Data Portal | dbc13d03-9805-4598-a6a0-4c7233118e66 | 11 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| created_date | source · data nasa gov | connector:data_nasa_gov@1.0.0 | |
| description | source · data nasa gov | connector:data_nasa_gov@1.0.0 | /notes |
| license_text | source · data nasa gov | connector:data_nasa_gov@1.0.0 | |
| publication_date | source · data nasa gov | connector:data_nasa_gov@1.0.0 | |
| title | source · data nasa gov | connector:data_nasa_gov@1.0.0 | /title |
| updated_date | source · data nasa gov | connector:data_nasa_gov@1.0.0 |