Evaluation of Unsteady Wave Influence on Tidal Stream and Mitigation Strategy
Why this work is in the frame
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Bibliographic record
Abstract
Marine energy is getting more attention recently as it deems a huge source of clean power. Tidal power is the most promising image of marine and ocean energy due to the high accurate prediction of the available power and cutting-edge control system design with new cost reduction strategies. The aim of the work is to mitigate the behavior of surface ocean waves under severe weather condition. The presence of unsteady waves influences the overall performance of in-stream tidal power system. Such effect may appear as a fluctuation in the output power or reduction in the produced energy. In this paper, the data of wave height and tidal speed was taken from Minas passage and used to mitigate the wave effect on the stream power system.
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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