Evaluation of Thermal Response Test of Energy Pile
Bibliographic record
Abstract
최근 들어 경제적인 지열에너지 활용을 위하여 에너지 파일의 적용이 확대되고 있다. 특히 더 높은 열 교환 효율을 확보하고자 에너지 파일의 경우 통상적인 U자형 또는 W자형과 같은 라인형 지중 열교환기가 아닌 코일형 지중 열교환기를 매입하는 경우가 늘어나고 있다. 본 연구에서는 매립지 부지에 PHC 코일형 열교환기 형태의 에너지 파일을 설치하고 240시간 동안 현장 열응답 시험(thermal response test)을 실시하였다. 또한 현장에서 지층별로 시료를 채취하여 실내에서 현장 지층 물성으로 시료를 재조성한 후 비정상 탐침법(non-steady state probe method)을 이용하여 지층별 열전도도와 열확산계수를 측정하였고 등가의 열물성으로 환산하였다. 실험 결과 현장 열응답 시험에 의한 지반의 열전도도와 실내 탐침법으로 측정된 지반의 열전도도는 5%내에서 일치하였으며 아울러 지반의 또 하나의 중요한 설계인자인 등가 열확산계수의 측정방법도 제시하였다. Use of geothermal energy has been increased for its economical application and environmentally friendly utilization. Particularly, for energy piles, a spiral coil type ground heat exchanger (GHE) is more preferred than line type GHEs such as U and W shaped GHEs. A PHC energy pile with spiral coil type GHE was installed in an area of partially saturated dredged soil deposit, and a thermal response test (TRT) was conducted for 240 hours under a continuous operation condition. Besides, remolded soil samples from different layers were collected in the field, and soil specimens were reconstructed according to the field ground condition. Non-steady state probe methods were conducted in the lab, and ground thermal conductivity and thermal diffusivity were measured for the different soil layers. An equivalent ground thermal conductivity was calculated from the lab test results and it was compared with the field TRT result. The difference was less than 5%, which advocates the use of an equivalent ground thermal conductivity for the multi-layered ground. Furthermore, this paper also represents an equivalent ground thermal diffusivity evaluation method which is another very important design parameter.
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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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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".