Investigations of the Use of Multiple Tuned Liquid Dampers in Vibration Control
Why this work is in the frame
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Bibliographic record
Abstract
Tuned Liquid Dampers (TLDs) are dynamic vibration absorbers used in suppressing the structural vibrations due to wind and seismic loads. They dissipate energy through liquid boundary layer friction, the free surface contamination, and wave breaking. In general, these devices could be designed and implemented easily with a low cost and they need low maintenance. In this study, instead of designing a single TLD tuned to the first mode of vibration of the structure, multiple TLDs are designed to increase the effectiveness of the control of vibrations. To shed light on the multiple TLD-structure interactions, an analytical solution and numerical simulations of multiple TLD - structure systems will be presented.
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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 | 0.001 |
| 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 | 0.000 | 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 it