Modelling and Simulation of BIPV/T in EnergyPlus and TRNSYS
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 BIPV/T model, called BIPVTSYSTEM, was developed and implemented into EnergyPlus, a building energy simulation software that currently lacks BIPV/T modelling capabilities. The EnergyPlus model was based on the same equations of TRNSYS Type 567 but with a few modifications in regards to its thermal-fluidic relations. This new EnergyPlus object will assist users using EnergyPlus in large scale community modelling that will employ both façade and roof integrated BIPV/T systems. EnergyPlus's BIPVTSYSTEM and a modified version of TRNSYS Type 567 were both used to conduct a yearlong simulation of a BIPV/T system. The factors contributing to the discrepancies of the results between the two models were attributed to the different weather data interpolation methodologies, sky temperature computations, and electrical models employed by both software.
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