Table · dataset · 2020
Advanced Geared Turbofan 30k lbf (AGTF30) Dataset
Listed in ETH Zürich Research Collection
The AGTF30 dataset provides simulated CM data of an advanced gas turbine during flight.
Description
The dataset was synthetically generated with the AGTF30 (Advanced Geared Turbofan 30k lbf) dynamical model. Real flight conditions recorded on board of a commercial jet were taken as input to the AGTF30 model.
Two stable flying altitudes and a rapid transient maneuver for altitude adaptation were modeled. The labeled dataset consists of multivariate steady-state responses of the AGTF30 model during 10.000s of flight at cruise with a healthy system condition (i.e., V=0). The unlabeled and test datasets contain 17 concatenated time series of model responses resulting from faulty engine conditions.
Read the rest (3 more)
The test set contains fault types affecting components not present in the unlabeled dataset (e.g., V=3, 4, and 17). Each fault corresponds to an individual component fault and has a duration of approx. 200 s. The flight conditions in which faults were induced are randomly assigned from a subset of three operation intervals extracted from the cruise envelope.
The unlabeled dataset also includes data from 500 s of operation when the engine is healthy. The unlabeled and test datasets are, therefore, a set of 18 truncated system conditions. No additional noise was added to the model response since the input values are already noisy.
The sampling frequency of the simulation is 1Hz.
Links
Where it is published
- ETH Zürich Research Collection record hdl.handle.net/20.500.11850/430646 ↗
landing page · from research collection ethz ch
- DOI doi.org/10.3929/ethz-b-000430646 ↗
DOI / persistent id · from research collection ethz ch
Catalogue records · 1
- OAI-PMH record research-collection.ethz.ch/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Awww.… ↗
metadata API · from research collection ethz ch
Topics
- From keywords
- Chemistry · Computer Science & AI · Earth & Environmental Science · Economics & Finance · Engineering · Humanities · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Physics · Psychology & Behavioral Science · Social Science
- Inferred from text
- Simulation 75%
Provenance · 1 source records, 19 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ETH Zürich Research Collection | oai:www.research-collection.ethz.ch:20.500.11850/430646 | 8 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · research collection ethz ch | connector:research_collection_ethz_ch@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · research collection ethz ch | connector:research_collection_ethz_ch@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · research collection ethz ch | connector:research_collection_ethz_ch@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · research collection ethz ch | connector:research_collection_ethz_ch@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · research collection ethz ch | connector:research_collection_ethz_ch@1.0.0 | |
| concepts[field].local:field:engineering | mapping · research collection ethz ch | connector:research_collection_ethz_ch@1.0.0 | |
| concepts[field].local:field:humanities | mapping · research collection ethz ch | connector:research_collection_ethz_ch@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · research collection ethz ch | connector:research_collection_ethz_ch@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · research collection ethz ch | connector:research_collection_ethz_ch@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · research collection ethz ch | connector:research_collection_ethz_ch@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · research collection ethz ch | connector:research_collection_ethz_ch@1.0.0 | |
| concepts[field].local:field:physics | mapping · research collection ethz ch | connector:research_collection_ethz_ch@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · research collection ethz ch | connector:research_collection_ethz_ch@1.0.0 | |
| concepts[field].local:field:social-science | mapping · research collection ethz ch | connector:research_collection_ethz_ch@1.0.0 | |
| concepts[method].local:method:simulation | enrichment · research collection ethz ch | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · research collection ethz ch | connector:research_collection_ethz_ch@1.0.0 | /metadata/dc/description |
| license | source · research collection ethz ch | connector:research_collection_ethz_ch@1.0.0 | /metadata/dc/rights |
| publication_date | source · research collection ethz ch | connector:research_collection_ethz_ch@1.0.0 | |
| title | source · research collection ethz ch | connector:research_collection_ethz_ch@1.0.0 | /metadata/dc/title |