Transient Barrier Discharge Characteristics of Parallel‐Plate‐Type, Packed‐Bed, Non‐Thermal Plasma Reactor Under High‐Humidity Conditions
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Bibliographic record
Abstract
Abstract Summary: Barrier discharge has been used for ozone generation for water treatments and pollutant gas removal. An experiment has been conducted to observe transient barrier discharge characteristics of parallel‐plate‐type, 3 mm diameter, spherical glass beads packed‐bed, non‐thermal plasma reactors under high‐humidity conditions. The results show that: 1) steady operation of the reactor requires 5 to 10 min of operation under an initial 20 to 80% relative humidity at 20 °C in air, as a result of the desorption of water from the packed materials, 2) the usual method to determine discharge power using a Q ‐ V Lissajous figure may be distorted by adsorption/desorption of water vapor from the surface, and 3) since the surface of the packed material is heated to 50 to 160 °C, the mechanism of desorption may be a result of pure thermal effects. Change in reactor surface temperature with time. image Change in reactor surface temperature with time.
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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) | 0.001 | 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