Effects of seasonality and locality on the operating capacity benefits of wind power
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 output power from a wind turbine generator mainly depends on the instantaneous wind speed at the turbine blades and therefore the selection of the site is an important consideration. The actual wind speed profile is unique to the wind site due to the site topography and other physical factors. The operating capacity benefits associated with a wind farm are therefore site specific. This paper illustrates the effect of seasonal and topographical changes in wind profiles on the peak load carrying capability of a wind farm. The operating capacity benefits are assessed using a probabilistic technique and illustrated by application to a small but practical test system. A model for forecasting short term wind speed uncertainty distributions is illustrated and utilized to calculate the increase in peak load carrying capability attributable to wind power in the wind integrated 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