Migration of a turbulent patch through a high-pressure turbine cascade
Bibliographic record
Abstract
We report two flow physics phenomena observed from direct numerical simulations on the migration and distortion of a turbulent patch inside a representative high-pressure turbine cascade. In the nonimpinging flow design, the upstream turbulent patch is on a trajectory offset from the blade leading edge, whereas in the impinging design the introduced turbulence impacts the stagnation. We found that in the nonimpinging flow, the original spanwisely continuous turbulent patch develops into long vortex tubes. They are quite persistent and are also nearly parallel to the blade pressure surface. In the impinging flow, slightly downstream of the leading edge, short vortex tubes form on the pressure side but not parallel to the local blade pressure surface, and they decay and fade away rapidly. Physical mechanisms responsible for these observed flow features are addressed. An additional simulation in which the turbulent patch migrates through a simple straight passage without the cascade is also reported.
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How this classification was reachedexpand
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) | 0.000 | 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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".