Interference effects on the wake dynamics of a horizontal circular cylinder close to a wall
Bibliographic record
Abstract
This study investigates the interference caused by the presence of a bed on the wake of a circular cylinder placed horizontally in a thick boundary layer. Experiments were conducted at two Reynolds numbers of 4000 and 8000, with the cylinder-to-bed gap varying from 25% to 150% of the diameter. The experimental design adopted enabled an exploration of the flow by introducing overlapping gap ratios across the two Reynolds numbers. The time-averaged and phase-averaged statistics were analyzed, and proper orthogonal decomposition techniques were employed to assess the wake dynamics. The results from the near-bed reverse-flow intermittency analysis revealed that for the same gap ratio, lower Reynolds number cases were more prone to flow separation. The interference from the bed resulted in a slower growth of the shear layer emanating from the lower side of the cylinder compared to the upper side. Phase-average analysis revealed strong vortex interaction and vorticity cancelation at lower gap ratios, while alternate Kármán vortex shedding dominated at higher gap ratios. Qualitatively similar flow structures were observed for the same gap ratio at different Reynolds numbers, highlighting the role of gap ratio over the physical gap size in governing the wake behavior. The interaction between the bed and the lower cylinder shear layer at smaller gap ratios promoted the breakdown of the large-scale flow structures, which resulted in the increased dominance of the incoherent component of the streamwise Reynolds normal stress.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".