Photovoltaic solar wall: 2-D numerical modeling and experimental testing under fan induced hybrid ventilation
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
A two dimensional (2-D) numerical model is proposed for a photovoltaic solar wall operated by a fan induced hybrid air ventilation system installed in an outdoor test room facility located at Concordia University, Montréal, Québec, Canada. The 2-D numerical model developed in Mathcad software is tested under real operating conditions of photovoltaic solar wall with operation of a fan induced hybrid air ventilation system. The one dimensional heat balance equations are used to eliminate the nonlinear variation of temperature dependent boundary conditions of proposed 2-D numerical model. The temperatures with respect to height obtained from 2-D numerical model are useful for ascertaining accurate: i) temperature effect on electrical efficiency of photovoltaic (PV) module; ii) ventilation heat capacity; and iii) heat transfer through building façade. Experimental testing of photovoltaic solar wall was performed to: i) validate 2-D numerical model; and ii) determine its electrical and thermal characteristics.
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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