Simulations of Binary Particles Distributions in a Separated-Gasification Chemical Looping Combustion System
Bibliographic record
Abstract
Chemical looping combustion is a promising non-flame combustion technology which can separate CO2 during combustion process without extra energy penalty Previous, a separated-gasification chemical looping combustion system was designed and constructed, which consisted of a gasifier (GR), a reduction reactor (RR) and an air reactor (AR) The results of hot operation showed satisfying CO2 yield. In order to know the detailed gas-solid flow characteristics, a threedimensional computational fluid dynamics (CFD) model was adopted to predict the multiphase hydrodynamics. In the cold operation of this system, there are three phases, gas, coarse sand particle and oxygen carrier. The sand particle bubbles in GR while the oxygen carrier circulated between RR and AR. The detailed operation mechanism of this system can be found in our previous work This work mainly focused on the distributions of binary particles in the system under variable conditions.
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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".