ILES Using the Correction Procedure via Reconstruction Scheme
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Bibliographic record
Abstract
An implicit large eddy simulation (ILES) solver is presented using the novel correction procedure via reconstruction (CPR) scheme. This scheme allows for high-order accurate solutions of the unsteady Navier-Stokes equations on unstructured meshes containing curved boundary elements. Explicit and implicit temporal schemes are used, with the implicit method relying on a quasi Newton-GMRES approach with a third order singly diagonal implicit Runge-Kutta (SDIRK) scheme. Results for ILES of the Taylor-Green vortex problem show that the current high-order schemes can provide more accurate solutions at equivalent computational cost to the lower order approximations. Preliminary results for ow over an SD7003 airfoil at M = 0:2 and Re = 60;000 show the current implementation of the CPR scheme is capable of solving complex, unsteady, transitional and turbulent ows for aerospace applications.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| 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 it