2005
DOI: 10.1017/s0022112005004842
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Uncovering the physics of flapping flat plates with artificial evolution

Abstract: We consider an experiment in which a rectangular flat plate is flapped with two degrees of freedom, and a genetic algorithm tunes its trajectory parameters so as to achieve maximum average lift force, thus evolving a population of trajectories all yielding optimal lift forces. We cluster the converged population by defining a dynamical formation number for a flapping flat plate, thus showing that optimal unsteady force generation is linked to the formation of a leading-edge vortex with maximum circulation. For… Show more

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Cited by 108 publications
(60 citation statements)
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“…In this Re range, the dependence of T on Re is very significant. Previous studies in the vortex formation time typically employed higher Reynolds numbers than in this study, [14][15][16] so Reynolds number effects there may not be apparent.…”
Section: U͑t͒dt ͑22͒mentioning
confidence: 87%
See 1 more Smart Citation
“…In this Re range, the dependence of T on Re is very significant. Previous studies in the vortex formation time typically employed higher Reynolds numbers than in this study, [14][15][16] so Reynolds number effects there may not be apparent.…”
Section: U͑t͒dt ͑22͒mentioning
confidence: 87%
“…13 For example, such a vortex formation time was first observed in piston-cylinder vortex ring generators, 14 but the same T Ϸ 4 was also observed in flow over a cylinder 15 and over flapping wings. 16 Under the current setup, the vortex formation time is defined as…”
Section: -9mentioning
confidence: 99%
“…The appearance of optimal vortex formation as a successful strategy in response to selective pressures at the relatively low Reynolds numbers observed here (Re<200) supports that the notion that optimal vortex formation may exist even more broadly in aquatic locomotion and biological propulsion. This suggestion of a broader role for the concept of optimal vortex formation in swimming and flying has been buoyed by recent comparative biomechanics studies at higher Reynolds numbers (Linden and Turner, 2004;Dabiri and Gharib, 2005a;Milano and Gharib, 2005).…”
Section: Discussionmentioning
confidence: 99%
“…Further advancement of the piston resulted in the formation of a jet trailing the vortex ring. The formation number has been generalized to predict the generation of vortex rings through temporally varying orifices (Dabiri & Gharib 2005) and the optimal oscillatory motion of a finite-aspect-ratio plate in a quiescent fluid (Milano & Gharib 2005).…”
Section: Introductionmentioning
confidence: 99%