Improved Power Production of Tidal Current Power by Reformed Turbine Configuration
Bibliographic record
Abstract
The importance of renewable energy has been increased with the worldwide effort to reduce the CO2 emission and more after the nuclear power station accident in Japan on March 11, 2011.Among various renewable energy sources, tidal current power is recognized as the most promising energy source with characteristics of predictability and reliability.Generally, tidal current turbine has two or three blades and being deformed in operation due to the continuous dynamic loadings caused by current and wave.The deformed rate of blades is dependent on flow velocity, blade size, and material property.From the deformed blades, the projected area becomes smaller than the intact condition which can lead to the decrease of power production.To understand the power decrease rate due to the deformed turbine, a fluid-structure interaction analysis was conducted using computational fluid dynamics (CFD) and the finite element method (FEM).The reformed blade configuration is suggested to improve and optimize the power production of tidal current converters.
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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".