Drag on circular cylinders with porous outer layers in turbulent cross-flow
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Bibliographic record
Abstract
Abstract The effects of free-stream turbulence intensity and porosity on the drag on cylinders with porous outer layers in cross-flow was investigated experimentally. This work is motivated by the need to better model spotting—a forest fire propagation mechanism in which burning branches and other debris (termed firebrands) are transported away from the main fire by the prevailing wind and ignite new fires. Multiple levels of background turbulence were studied by using no grid, passive grids, and an active grid to generate turbulence intensities of 0.4%, 1.7%, 2.7% and 12.4%. The porous char-layer on the outer surface of firebrands was mimicked by wrapping wire meshes (of 10, 20 and 40 pores per cylinder diameter or PPD) around the cylinders, each to three different layer-thickness fractions ( <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" overflow="scroll"> <mml:mrow> <mml:mrow> <mml:mstyle mathsize="0.7em"> <mml:mpadded depth="-2pt" height="+2pt"> <mml:mstyle displaystyle="false" scriptlevel="0"> <mml:mtext>1</mml:mtext> </mml:mstyle> </mml:mpadded> <mml:mstyle scriptlevel="0"/> <mml:mrow> <mml:mo>/</mml:mo> </mml:mrow> <mml:mstyle scriptlevel="0"/> <mml:mpadded depth="+.5pt" height="-.5pt"> <mml:mstyle displaystyle="false" scriptlevel="0"> <mml:mtext>16</mml:mtext> </mml:mstyle> </mml:mpadded> </mml:mstyle> </mml:mrow> </mml:mrow> </mml:math> , <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" overflow="scroll"> <mml:mrow> <mml:mrow> <mml:mstyle mathsize="0.7em"> <mml:mpadded depth="-2pt" height="+2pt"> <mml:mstyle displaystyle="false" scriptlevel="0"> <mml:mtext>1</mml:mtext> </mml:mstyle> </mml:mpadded> <mml:mstyle scriptlevel="0"/> <mml:mrow> <mml:mo>/</mml:mo> </mml:mrow> <mml:mstyle scriptlevel="0"/> <mml:mpadded depth="+.5pt" height="-.5pt"> <mml:mstyle displaystyle="false" scriptlevel="0"> <mml:mtext>8</mml:mtext> </mml:mstyle> </mml:mpadded> </mml:mstyle> </mml:mrow> </mml:mrow> </mml:math> and <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" overflow="scroll"> <mml:mrow> <mml:mrow> <mml:mstyle mathsize="0.7em"> <mml:mpadded depth="-2pt" height="+2pt"> <mml:mstyle displaystyle="false" scriptlevel="0"> <mml:mtext>1</mml:mtext> </mml:mstyle> </mml:mpadded> <mml:mstyle scriptlevel="0"/> <mml:mrow> <mml:mo>/</mml:mo> </mml:mrow> <mml:mstyle scriptlevel="0"/> <mml:mpadded depth="+.5pt" height="-.5pt"> <mml:mstyle displaystyle="false" scriptlevel="0"> <mml:mtext>4</mml:mtext> </mml:mstyle> </mml:mpadded> </mml:mstyle> </mml:mrow> </mml:mrow> </mml:math> ) of the cylinder’s outer diameter. The drag on one smooth cylinder and nine cylinders with porous outer layers was measured for Reynolds numbers in the range 7000–17 000, at the aforementioned four turbulence intensities. The results showed that (i) the free-stream turbulence intensity and PPD of the wire meshes affect the Reynolds number dependence of the drag coefficient; (ii) the drag coefficient increases with free-stream turbulence intensity when it is relatively low (0.4%–2.7%), then decreases at high intensities (12.4%), and this decrease is more pronounced as the PPD increases; (iii) the drag coefficient increases with the thickness of the porous layer, and asymptotes to an effectively constant value after a critical thickness of about <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" overflow="scroll"> <mml:mrow> <mml:mrow> <mml:mstyle mathsize="0.7em"> <mml:mpadded depth="-2pt" height="+2pt"> <mml:mstyle displaystyle="false" scriptlevel="0"> <mml:mtext>1</mml:mtext> </mml:mstyle> </mml:mpadded> <mml:mstyle scriptlevel="0"/> <mml:mrow> <mml:mo>/</mml:mo> </mml:mrow> <mml:mstyle scriptlevel="0"/> <mml:mpadded depth="+.5pt" height="-.5pt"> <mml:mstyle displaystyle="false" scriptlevel="0"> <mml:mtext>8</mml:mtext> </mml:mstyle> </mml:mpadded> </mml:mstyle> </mml:mrow> </mml:mrow> </mml:math> of the cylinder’s diameter; and iv) the drag coefficient exhibits a non-monotonic dependence on the PPD of the wire mesh. These results demonstrate the importance of accounting for free-stream turbulence intensity and the parameters that characterize the porous outer layers of cylinders when modeling the drag on firebrands, or in other applications in which there is cross flow over cylinders with porous outer surfaces.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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