Two Phase Heat Transfer on Porous Media Base Termite Nest Structure with Finite Element Method
Why this work is in the frame
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Bibliographic record
Abstract
Termites have a unique heat regulation where termite nests can maintain a stable temperature even though the temperature outside the nest changes.The termite nest itself has a porous structure that causes the temperature to move with a certain mechanism.The temperature in termite nests is considered to move through two phases, namely the conduction phase and the convection phase.The purpose of this research is to build a thermal insulation model and numerical analysis of thermal insulation models.The thermal insulation model in termite nests is made with a porous media approach.Furthermore, finite element methods are used for simulation and numerical analysis of thermal insulation models in termite nests.Finite element method with Galerkin for element discretization and Runge-Kutta for time discretization.The finite element method simulates thermal distribution in termite nests.The thermal insulation model was validated with original data using MAPE and R 2 Score.The validation results obtained the MAPE score is 3% for the conduction phase and 0.2% for the convection phase.Changes in parameters have a significant effect on conduction but not convection.
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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 | 0.001 |
| 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