Performance Assessment of RC Columns Under Near-Field Blast Loading Using CFD Modelling
Why this work is in the frame
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Bibliographic record
Abstract
This study investigates the effects of various design parameters on the performance of reinforced concrete columns under near-field blast loads, specifically for scaled distances less than 0.4 m/kg 1/3 . The computational fluid dynamics analysis method in LS-DYNA is used to model the detonation process of the explosive, the propagation of the blast wave, and its interaction with the structure. The model's ability to accurately predict blast loads and simulate structural response is verified against experimental data from the literature. Using the verified model, the influence of transverse reinforcement spacing, concrete cover, axial load ratio, and column cross-section shape on the structural performance is evaluated based on several parameters including the lateral displacement, the extent of the damage zone, material stress condition, and residual axial capacity.
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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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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