Text · dataset · 2025
Diagnosing Faults in Electrical Power Systems of Spacecraft and Aircraft
Listed in NASA Data Portal
Electrical power systems play a critical role in spacecraft and aircraft, and they exhibit a rich variety of failure modes.
Description
This paper discusses electrical power system fault diagnosis by means of probabilistic techniques. Specically, we discuss our development of a diagnostic capability for an electrical power system testbed, ADAPT, located at NASA Ames.
We emphasize how we have tackled two challenges, regarding modelling and real-time performance, often encountered when developing diagnostic applications. We carefully discuss our Bayesian network modeling approach for electrical power systems. To achieve real-time performance, we build on recent theoretically well-founded developments that compile a Bayesian network into an arithmetic circuit.
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Arithmetic circuits have low footprint and are optimized for embedded, real-time systems such as spacecraft and aircraft. We discuss our probabilistic diagnostic models developed for ADAPT along with successful experimental results.
Links
Get the data
- c3.nasa.gov /dashlink/static/media/publication/2008AAAI_Mengshoel_Diagnosin… ↗
2008AAAI_Mengshoel_DiagnosingFaultsElectricalPowerSystems.pdf
download · from data nasa gov
Where it is published
- NASA Data Portal dataset page data.nasa.gov/dataset/diagnosing-faults-in-electrical-power-systems-of-space… ↗
landing page · from data nasa gov
Catalogue records · 1
- CKAN API data.nasa.gov/api/3/action/package_show?id=54b7ce9d-ea68-485c-aca5-ad4b9ea50… ↗
metadata API · from data nasa gov
Topics
- Inferred from text
- Electronics, sensors and digital hardware 73%
Provenance · 1 source records, 7 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| NASA Data Portal | 54b7ce9d-ea68-485c-aca5-ad4b9ea50985 | 8 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].anzsrc:group:4009 | enrichment · data nasa gov | taxonomy-embedding@1.1.0 | title+keywords+description (73%) |
| 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 |