Experimental Study of Heat Transfer in a Container Filled with Water and Cooled by a Peltier Device
Bibliographic record
Abstract
Heat transfer in a cubical container filled with water and cooled by a Peltier device was investigated experimentally in this study. Hot surface of the Peltier device was cooled by a heat sink. Three temperature sensors were used in each direction in the container. The data measured by temperature sensors are send to an Arduino microprocessor in order to process data and send the results to an LCD screen and a computer to store the measurements. Results show that decrease in temperature inside the container is low in the early stage of cooling and it starts to increase as time progresses as a result of strengthening circulation. Results also show that temperature gets considerably lower values in the lower part of the container than that of the upper part. Results also indicate that temperature difference is low in the direction normal to the cooled surface. Finally, results indicate that heat transfer rate shows a decrease with time as the flow progressively approaches a steady state regime.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".