Performance of bubble column humidification-dehumidification (HDH) desalination 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 Bubble column humidification and dehumidification (HDH) system is considered one of the promising and new techniques for enhancing the performance of the HDH desalination systems. In this paper, we experimentally examine the performance of a bubble column water and air heated HDH systems. The effect of water column height in the humidifier, water temperature, and air temperature and flow rate on gain output ratio (GOR), production and effectiveness are investigated and discussed. Results show that the system can produce 0.6 L/h freshwater and GOR can reach 0.95. At low temperatures, increasing airflow rate leads to an increase in the production at a high rate than the rate of increase in heat input. Therefore, GOR slightly increases at a higher airflow rate. Furthermore, GOR increases with increasing water temperature in the dehumidifier because the decrease in input energy needed to cool water in the dehumidifier has more impact than the decrease in the production.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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