Modeling and Development of an Experimental Pneumatic Facility for Aircraft Bleed Air System Studies
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Research on aircraft bleed air systems has been performed at Ryerson University for the last eight years. During this time, the requirements of the test apparatus have been constantly expanding. This thesis work aims at developing a new reconfigurable rig that supports current and future research on aircraft bleed air control systems and takes advantage of lessons learned from previous test rigs. The new rig consists of two temperature control channels in a parallel arrangement to allow for flow sharing control, and a load tank with variable exhaust. Beyond the development of the test rig, research has been performed to improve mass flow measurement based on signals from traditional thermal mass flow and pressure sensors. The proposed method utilized these redundant means of indicating flow to obtain fast and accurate flow measurement through the use of a dynamically weighted average. This method has been experimentally investigated using the test rig.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it