Thermal kinetics analysis in microwave‐assisted oil sands separation
Bibliographic record
Abstract
Abstract This computational study addresses oil sands separation under microwave irradiation. Electric field distribution and microwave energy dissipation were analyzed at the level of sand particles and bitumen. The simplified model does not include water or gas present in the oil sands. The microwave power dissipated in bitumen was found to be about 32 times that of the sand particles. In order to investigate the feasibility of heating the bitumen phase preferentially and sustaining a thermal gradient between the bitumen phase and the solid phase, thereby reducing the thermal losses to the solid phase, time scales were estimated using several different scenarios. The small size of the particles in the solid phase caused the time needed to reach thermal equilibrium between phases to be extremely short, in the order of 10 to 100 ms. To achieve separation times shorter than these, pressures up to 100 GPa would have to be sustained across the oil sands layer. Alternatively, buoyancy‐driven separation by settling would require accelerations in the order of 100 000 m/s 2 (10 5 g). Therefore, the heating and separation of bitumen within the thermal conduction time scales seem to be theoretically possible but associated with high technological challenges in their implementation.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".