Dynamic Centrifuge Simulation for Soil-Foundation-NPP Containment System
Bibliographic record
Abstract
The objective of this study is to duplicate the full soil structure interaction (SSI) behavior of Hualien Large-Scale Seismic Test (LSST) in the centrifuge modeling. To simulate dynamic soil properties, a series of resonant column tests were performed to determine model soil preparation conditions, such as compaction density and ratio of soil-gravel contents. After the model preparation, the shear wave velocity (VS) profile of the model was evaluated using in-flight bender element tests and compared with the insitu VS profile. The containment building and its foundation were modeled by aluminum according to the scaling law. A series of dynamic centrifuge tests were performed with 1/50-sized model using the recorded base motion at Chi-Chi earthquake. By comparing the recorded data during earthquake with centrifuge test data, the applicability of centrifuge test in the simulation of soil-foundation-structure interaction of NPP containment system was assessed.
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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".