Investigasi Ventilasi Gaya-Angin Rumah Tradisional Indonesia dengan Simulasi CFD
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
Bangunan modern di Indonesia hampir selalu menggunakan peralatan mekanis untuk menyediakan kenyamanan termal di dalam bangunan. Sementara bangunan tradisional dikenal tidak menggunakan strategi aktif dalam menyediakan kenyamanan termal bagi penghuninya. Dengan memfokuskan pada ventilasi gaya-angin, studi ini bertujuan untuk mempelajari pola pergerakan udara dan perubahan angin di dalam rumah tradisional Indonesia. Dua rumah tradisional dipilih sebagai studi kasus, Rumah Lampung dan Rumah Jawa, untuk dianalisis dengan simulasi komputer menggunakan software CFD. Sejalan dengan hasil studi, ventilasi alami pada rumah tradisional di Indonesia berpotensi menyediakan kenyamanan termal di dalam bangunan. Desain Rumah Jawa lebih dapat mengalirkan udara secara merata di dalam bangunan tanpa turbulensi dibanding Rumah Lampung. Namun, ventilasi gaya-angin yang terjadi pada Rumah Lampung dan Rumah Jawa belum optimal dalam mengurangi temperatur di dalam ruangan.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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