Dynamic pressure measurement of ionic wind, generated by multi-emitter discharge for drying systems
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
The ionic wind, generated by corona discharge from sharp emitters, is extensively used for propulsion and heat/mass transfer enhancement. Accurate speed measurement is critical to optimize the performance of ionic wind generators, especially in systems with multiple emitters where non-uniform flow is prevalent. To address this, a digital balance is used to measure the average speed of the ionic wind using dynamic pressure. The comparison with hot-wire and vane anemometers showed the advantages of dynamic pressure measurement of non-uniform ionic wind speed. • Electrohydrodynamic flow profile is different from mechanical flow. • Various methods of EHD flow measurements have been compared. • Spatial distribution of EHD flow is measurable with hot-wire anemometer. • The average speed of non-uniform flow is measurable by dynamic pressure.
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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