Numerical Analysis of Active Refrigeration Performance in Thermoelectric Device Integrated with Naval Vessel Radar System
Bibliographic record
Abstract
함정에 탑재되는 레이더 안테나 시스템은 고밀도 발열량을 지닌 열원을 포함함으로써 집중적인 냉각이 요구된다. 열원의 냉각뿐만 아니라 열원 간의 온도 균일성도 요구되기 때문에 능동적인 냉각이 가능한 열전 냉각 소자를 이용하여 온도 균일성을 이룰 수 있는 시스템의 수치 해석에 대한 연구를 진행하였다. 열전 냉각 소자는 흘려주는 전류 및 설치 면적에 따라 열원의 구체적이고 능동적인 냉각이 가능해진다. 본 논문에서는 전류 및 전력에 따른 열전 소자의 냉각 성능에 대한 결과를 도출해 내였으며 열전 소자 설치 면적에 따른 열원의 냉각량 및 온도의 균일성에 대해 해석하였다.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| 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 | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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 source (direct Gemma or distilled Codex), 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".