Destruction of Volatile Organic Compounds in Air by a Superimposed Barrier Discharge Plasma Reactor and Activated Carbon Filter Hybrid System
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
Abstract Superimposed barrier discharge and activated carbon filter hybrid systems were used to remove toluene and TCE from air streams. The superimposed barrier-discharge consisted of silent and surface discharges. Experiments were conducted for the gas flow rates from 1 to 10 L/min, applied power from 0 to 7 W and toluene and TCE initial concentrations from 0 to 2,000 ppm for 60 Hz ac applied voltage conditions. Discharge by-products were measured by FTIR, GC, and TLV-VOC detectors. The results show that 1) the toluene-decomposition efficiency monotonically increases with increasing applied power; 2) approximately 90% of the toluene is removed by the plasma reactors and up to 98% is removed by the hybrid system; 3) TCE removal is enhanced by the hybrid system and up to 50% is removed by a discharge reactor alone; 4) the pressure drop of the reactor and carbon filter increase with increasing gas flow rate; 5) TCE is decomposed to form CO
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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