Bladeless Wind Turbine
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
The efficiency of renewable energy sources has increased dramatically in recent years, and wind power has been one of the biggest responsibilities. The growing demand for electricity has led several countries to turn to renewable energy sources, and wind power is one of the related energy sources, and the demand for wind turbines that produce energy efficiently has started to increase. It would be very useful to develop new wind turbines if they could mimic the properties that make photovoltaic one of the most important energy sources in the distributed energy sector. In terms of large-scale wind power, offshore technology (turbines installed at sea) is very promising. The aggressive nature of the marine environment, particularly the corrosion of moving mechanical plant parts, is one of the many problems encountered in marine areas.If there is a device that can harvest wind energy without major maintenance, mechanical parts such as gears, bearings, etc. become an important advantage. The oscillations or vibrations produced by the wind are used to generate electric current. How Vortex Induced Vibration (VIV) works. Therefore, electricity is generated using permanent magnets and copper coils.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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