Hydrocyclone Performance with Complex Oil‐Water Emulsions in the Feed
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Bibliographic record
Abstract
Abstract Separation performance of an oil‐water hydrocyclone depends very much on the physical properties of the feed emulsion or dispersion. These properties can be influenced by numerous factors, particularly water cut and the type of emulsion.In this exploratory work, the effects of water cut and flowrate on de‐watering capabilities of a hydrocyclone with a complex emulsion in the feed line are investigated. Two flow rates of 25 and 35L/min were studied and the water cut was varied from about 8 to 65%. For each case separation, efficiency was measured, the emulsion characterized and its stability checked for the three hydrocyclone streams. Drop size distribution was also examined. Comparison of performance with a simple emulsion was also made.
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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