A Study of a BIPV/T Collector Prototype for Building Façade Applications
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
BIPV/T collectors incorporated into building envelopes can be used to replace conventional building materials in roofs, skylights or façades. A new design of BIPV/T solar air collector prototype for façade retrofit with emphasis on simplifying the integration into the building envelope was developed. Experimental results show, that this new design BIPV/T solar air collector reaches a comparable thermal efficiency with the one of unglazed thermal collectors (UTC) with additional photovoltaic electricity generation, leading to 10-15% higher combined efficiency. Custom thermal and fluid network numerical models were created to analyze their performance. Models were validated at the Concordia University Solar Simulator Lab. This paper presents the work done on testing, modeling and performance evaluation using 5-plot system for open loop photovoltaic/thermal solar air collectors.
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) | 0.000 | 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