Numerical model of a tidal current acceleration structure
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Advancements in technology have led to a rapid rise in the use of renewable energy sources in the past 25 years. The current work focuses on the potential of a novel hydraulic technology to contribute toward sustainable energy production. The tidal current acceleration structure is a simple structure that uses the basic principle of the Venturi effect in low-speed tides and rivers to accelerate the flow and, in turn, extract energy using turbines. The primary aim of the present study is to understand to what extent this newly proposed tidal flow structure is suitable for real applications. The shear stress transport k–ω model was utilized, and the parametric analysis based on angle variation, Froude number, and bed roughness was undertaken to optimize the performance of the structure. The potential power that could be extracted by an in-stream turbine was then estimated using actuator disk theory. The performance of the structure significantly increased for the configuration having the ratio of the opening and contraction width of 2.66.
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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