The Impact Of Plants On HVAC System Performance In Cold Climate: A Parametric Study
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
In this paper, the TRNSYS simulation results of a building integrated agricultural space (BIAs), where a lettuce model estimated the latent and sensible heat transfers between the plants and the environment, were presented. The energy performance of two heating, ventilation and air conditioning (HVAC) systems was assessed for different cultivated densities. The results showed that the use of an economizer system reduced the total energy use of the HVAC system for high-density BIAs. It demonstrated that considering the sensible heat transfer between the plants (the cooling effect of the plants) and the environment was of crucial importance for adequate sizing of the heating equipment. The high latent heat transfer of the plants by evapotranspiration allowed adequate sizing of the dehumidification system, which is of prime importance in cold climates due to the risk of condensation in the building envelope.
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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 | 0.001 |
| 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