Solar optical fiber daylighting system with an IR filter: Experimental and modeling studies
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
Solar daylighting system based on low cost thermoplastic optical fiber cables is one of essential and practicable option to save energy associated with electric lighting as well as enhance the visual comfort and human health by using natural solar lighting. In this present study a low-cost solar light system consisting of thermoplastic optical fibers, parabolic mirrored surface and sunlight collector with glass filter to block infrared (IR) radiation, was developed to bring natural sunlight into buildings. The effect of the IR filtration mechanism on the temperature of the thermoplastic optical fiber and the output illuminance, has been examined. The experimental results obviously show that the IR filter would protect the thermoplastic optical fiber from the overheat damage without affecting the output illuminance, which could extend the life time of the thermoplastic polymer optical fiber. Furthermore, an intelligent model based on deep learning neural network (DNN) algorithm was used to predict the temperature at the inlet surface of the thermoplastic optical fiber bundles.
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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