Simulation and evaluation of the performance and feasibility of two‐stage industrial hydrocyclones for CaSO<sub>4</sub> removal in potassium chloride production
Why this work is in the frame
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Bibliographic record
Abstract
The hydrocyclone separator system, a solid/liquid separation method, has been widely used in chemical, mineral, environmental, and power processing. In this study, two‐stage industrial hydrocyclones were used to separate CaSO 4 impurity from the crude carnallite in KCl production by computational fluid dynamics (CFD). The CFD technique was a useful tool to evaluate the performance and feasibility of the two‐stage industrial hydrocyclones with diameters larger than 400 mm. The simulated results were validated by industrial‐scale experiments. The CFD results showed that 38.2 wt. % CaSO 4 could be removed by the two‐stage industrial hydrocyclone. The feasibility and effectiveness of the hydrocyclone separation system were finally evaluated by the simulation.
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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 | 0.001 | 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