Related Experiment Video
Updated: Jan 29, 2026

Imaging Dpp Release from a Drosophila Wing Disc
Published on: October 30, 2019
Improving the propulsion speed of a heaving wing through artificial evolution of shape
Sophie Ramananarivo1, Thomas Mitchel1, Leif Ristroph1
1Applied Math Lab, Courant Institute, New York University, New York, NY 10012, USA.
Abstract:
Aeronautical studies have shown that subtle changes in aerofoil shape substantially alter aerodynamic forces during fixed-wing flight. The link between shape and performance for flapping locomotion involves distinct mechanisms associated with the complex flows and unsteady motions of an air- or hydro-foil. Here, we use an evolutionary scheme to modify the cross-sectional shape and iteratively improve the speed of three-dimensional printed heaving foils in forward flight. In this algorithmic-experimental method, 'genes' are mathematical parameters that define the shape, 'breeding' is the combination of genes from parent wings to form a daughter, and a wing's measured speed is its 'fitness' that dictates its likelihood of breeding. Repeated over many generations, this process automatically discovers a fastest foil whose cross-section resembles a slender teardrop. We conduct an analysis that uses the larger population to identify what features of this shape are most critical, implicating slenderness, location of maximum thickness and fore-aft asymmetries in edge sharpness or bluntness. This analysis also reveals a tendency towards extremely thin and cusp-like trailing edges. These findings demonstrate artificial evolution in laboratory experiments as a successful strategy for tailoring shape to improve propulsive performance. Such a method could be used in related optimization problems, such as tuning kinematics or flexibility for flapping propulsion, and for flow-structure interactions more generally.
Related Concept Videos
Convergent Evolution
The Evidence for Evolution
Rocket Propulsion in Gravitational Field - II
A rocket's acceleration depends on three major factors, consistent with the...
Rocket Propulsion in Empty Space - I
Rocket Propulsion In Empty Space - II
Eukaryotic Evolution
Contrary to the endosymbiont theory, the eukaryote-first hypothesis proposes that the simpler prokaryotic and...

