Seismic response and life‐cycle cost of reinforced concrete special structural wall buildings in Dubai, UAE
Why this work is in the frame
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Bibliographic record
Abstract
The primary objective of this paper is to quantify the effect of Dubai's diverse seismicity estimates on the seismic response of reinforced concrete shear wall buildings. In this regard, three 12‐story office buildings are designed and detailed in accordance with common practices and building codes utilized in Dubai. The buildings are designed for three possible seismic hazard estimates of Dubai (i.e., high, moderate, and low) with specially detailed shear walls. The seismic response is evaluated based on FEMA P695 methodology and fragility analysis. The methodology is based on nonlinear pseudo‐static pushover and incremental dynamic analyses (IDA). Pushover analysis is performed and its results are compared against design levels. IDA is performed using the set of 22 far‐field ground motion records recommended by FEMA P695. The results of this research confirm that designing for the conservative seismicity estimate significantly enhances the seismic response of the buildings. The building designed for the highest seismicity showed a favorable structural response, while the moderate seismicity design had a reasonable response. For the lowest seismicity design, results showed a poor seismic performance. Furthermore, the resulting enhancements in the seismic response reduce potential earthquake damages and collapse probabilities. Therefore, the marginal increase in initial investment is outweighed by the reduction in the buildings’ life‐cycle (repair and downtime) cost.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it