Experiments of Vortex-Induced Torsional Oscillation of a Flat Plate in Cross Flow
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Abstract
No AccessTechnical NoteExperiments of Vortex-Induced Torsional Oscillation of a Flat Plate in Cross FlowYi Yang and Thomas W. StrganacYi YangDepartment of Aerospace Engineering, Texas A&M University, College Station, Texas 77843-3141*Graduate Student, Department of Aerospace Engineering, 701 H.R. Bright Building. Student Member AIAA.Search for more papers by this author and Thomas W. StrganacDepartment of Aerospace Engineering, Texas A&M University, College Station, Texas 77843-3141†Professor, Department of Aerospace Engineering, 743C H.R. Bright Building. Associate Fellow AIAA.Search for more papers by this authorPublished Online:21 May 2013https://doi.org/10.2514/1.J051976SectionsRead Now ToolsAdd to favoritesDownload citationTrack citations About References [1] Sarpkaya T., “Vortex-Induced Vibrations: A Selective Review” Journal of Applied Mechanics, Vol. 46, No. 2, 1979, pp. 241–258. doi:https://doi.org/10.1115/1.3424537 JAMCAV 0021-8936 CrossrefGoogle Scholar[2] Sarpkaya T., “A Critical Review of the Intrinsic Nature of Vortex Induced Vibration,” Journal of Fluids and Structures, Vol. 19, No. 4, 2004, pp. 389–447. doi:https://doi.org/10.1016/j.jfluidstructs.2004.02.005 0889-9746 CrossrefGoogle Scholar[3] Williamson C. H. K. and Govardhan R., “Vortex-Induced Vibrations,” Annual Review of Fluid Mechanics, Vol. 36, Jan. 2004, pp. 413–455. doi:https://doi.org/10.1146/annurev.fluid.36.050802.122128 ARVFA3 0066-4189 CrossrefGoogle Scholar[4] Williamson C. H. 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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