Experimental study of hydromechanics and mass transfer characteristics in cross flow packed tower
Bibliographic record
Abstract
Abstract The functions of hydromechanics and volumetric mass transfer coefficient KXa of cross flow packed tower were studied by setting baffle plates. The influence of plate spacing on the pressure drop, height of the mass transfer unit, and mass transfer characteristics were investigated in an ordinary packed tower and a cross flow packed tower. The pressure drop increased with a rise in the flow rate of gas and liquid, and an excessive pressure drop caused flooding in the cross flow packed tower. The height of the mass transfer unit increased with a decrease in the gas flow when H/D = 0.8 − 1.2, while increased with the increase of the gas flow when H/D = 0.6. In the ordinary packed tower and the cross flow packed tower, KXa increased with a rise of liquid flow. The influence of gas flow on KXa was negligible in the ordinary packed tower, however, in the cross flow packed tower the KXa gradually increased with a rise in the gas flow rate. The effect of mass transfer was optimal at H/D = 0.8. In addition, using STATISTICA software, the corresponding KXa correlations were proposed and discussed.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".