Wind Loads on Solar Collectors and PV Panels on Roofs
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 increased interest on renewable energy resources had a direct effect on the use of solar collectors and photovoltaics (PV) on residential and other structures. Current building codes and design standards offer little assistance to the designers regarding provisions for wind-induced loading. The scope of this paper is to address the wind-induced loads applied on particular rooftop energy structures. Findings from a study that was carried out in the boundary layer wind tunnel of Concordia University, Montreal are presented. For this study, a 1:200 geometric scale flat roof low-rise building was constructed and instrumented. The building model was equipped with three identical solar panels, which had six pressure taps on each surface. Several configurations were examined by changing the position of the panels on the roof as well as their inclination. The paper presents detailed results from the various configurations and discusses the effect of panel location and inclination.
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 | 0.000 | 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) | 0.005 | 0.001 |
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