Condenser Designs for Greenhouse Desalination
Bibliographic record
Abstract
Innovative condenser designs were created in this study. The plate channelled condenser and the vibrating plastic surface condenser, first condenser design consisting of a cooled plate surface upon which water vapor, carried by saturated air, condenses at its outer surface. The plates are made of plastic and are constantly cooled by coolant flowing through internal passages within the plate. The second condenser design which is the vibrating plastic surface condenser consists of a very thin plastic sheet mounted on a frame. The plastic sheet vibrates by the impingements action of pressurized water sprayed from the rear side. Experimental tests were done to investigate condensate production rate per unit area. These results were then compared to conventional vertical fin-tube bank condenser designs used by other investigators. The comparison showed that a higher rate of condensate production (an increase of 16.4%) is achieved using the plate channelled which is simpler and less expensive condenser than other designs. On the other hand, the vibrating plastic surface condenser did not meet the expected performance
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".