Investigation of the Optimum Operative Conditions for a Parallel Plate Electrochemical Reactor
Bibliographic record
Abstract
A new solver named POTisoFOAM is presented to predict and investigate the performance of electrochemical reactors. Its mathematicalmodel is developed and implemented through finite volume methodsand exploits the flexibility of the open source package OpenFOAM. The solver consists of two consecutive predictor-corrector loops. The first solves the pressure and velocity fields accounting for turbulence, while the second handles the ions transport and current conserva-tion. The equations' system is further complicated by means of thenon linear Buttler-Volmer boundary conditions. Despite the strong coupling between the charged ions and the electric potential, the reconstruction of the tertiary current density distribution is achieved. This study simulates the electrodeposition of copper, where changes in the electrodes geometry due to material deposition and corrosion are taken into account with the intent to predict the electrodes' replacements and the productivity of the reactor.
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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".