Stable flapping flight in morphological space: Model, simulation, and explicit stability criteria

Understanding flight evolution requires quantifiable metrics. The complex flight dynamics and the vast morphological space insects have explored make it extremely challenging to define and understand what combinations of traits lead to these successful flyers. In this work, we constructed a mathematically tractable free-flight model, including the nonlinear wing-body coupling, to elucidate the effect of morphology on flight stability. Using this model to simulate almost a million different forms, we identified a region of passively stable upward flight, in addition to generic unstable flight. Analyzing the stability boundary in the 5D morphological and kinematic space, we found a set of explicit criteria that approximate the stability transitions, and expressed them in terms of two physically interpretable constraints. These two stability criteria provide a succinct metric for stability, quantifying the distance of an insect from the stable region directly from morphology, thus organizing a complex flight trait in a reduced and physically interpretable space. As such, they provide a framework for designing stable flapping-wing robots and for quantification of a critical phenotypic flight trait on top of the established phylogenetic relationships among insects.

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Publication Details

Journal
Proceedings of the National Academy of Sciences
Published
2026-05-01
DOI
https://doi.org/10.1073/pnas.2533138123
Primary Topic
Biomimetic flight and propulsion mechanisms
Type
article
Field-Weighted Citation Impact
0.00

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article

Stable flapping flight in morphological space: Model, simulation, and explicit stability criteria

Owen C. Wetherbee, Z Jane Wang
Proceedings of the National Academy of Sciences
Biomimetic flight and propulsion mechanisms
article

Stable flapping flight in morphological space: Model, simulation, and explicit stability criteria

Owen C. Wetherbee, Z Jane Wang
article en

Abstract

Understanding flight evolution requires quantifiable metrics. The complex flight dynamics and the vast morphological space insects have explored make it extremely challenging to define and understand what combinations of traits lead to these successful flyers. In this work, we constructed a mathematically tractable free-flight model, including the nonlinear wing-body coupling, to elucidate the effect of morphology on flight stability. Using this model to simulate almost a million different forms, we identified a region of passively stable upward flight, in addition to generic unstable flight. Analyzing the stability boundary in the 5D morphological and kinematic space, we found a set of explicit criteria that approximate the stability transitions, and expressed them in terms of two physically interpretable constraints. These two stability criteria provide a succinct metric for stability, quantifying the distance of an insect from the stable region directly from morphology, thus organizing a complex flight trait in a reduced and physically interpretable space. As such, they provide a framework for designing stable flapping-wing robots and for quantification of a critical phenotypic flight trait on top of the established phylogenetic relationships among insects.

Proceedings of the National Academy of SciencesVol. 123(18)
Cornell University (US), Sibley Memorial Hospital (US)
National Science Foundation
Openalex Percentile: Top 4%
Biomimetic flight and propulsion mechanisms
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Stable flapping flight in morphological space: Model, simulation, and explicit stability criteria — Owen C. Wetherbee, Z Jane Wang · Proceedings of the National Academy of Sciences (2026) | TGRS Research Map | TGRS