Ansys Fluent Automation for Fluid Flow and Heat Transfer in Corrugated Channels
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Bibliographic record
Abstract
This paper presents an original numerical study for the optimization of the steady laminar fluid flow and heat transfer in a two-dimensional corrugated channel with a bottom heated wall and an upper periodically corrugated wall. A python code is used to automate Ansys Fluent and to run the simulation for various shapes of the corrugated wall given by a polynomial function. The optimal values for the coefficients of the fifth-order polynomial defining the shape of the upper wall are determined. The average Nusselt number and the Reynolds number are plotted as a function of two geometrical coefficients. A correlation for the average Nusselt number as a function of the Reynolds number for this flow is proposed. It was found that there exist optimal parameters of the corrugated channel for which the average Nusselt number is higher than that of parallel walls due to the development of secondary flows.
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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 | 0.000 | 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 it