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Seabird trajectories map onto a reduced optimal-control bound for dynamic soaring.

Louis González1,2,3, Saad Bhamla1,2,3

  • 1School of Chemical & Biomolecular Engineering, Georgia Institute of Technology, Atlanta, USA.

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|April 27, 2026
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Summary

Seabirds use dynamic soaring to harness wind energy. Researchers developed a new method to compare flight efficiency across species, finding albatrosses are near-optimal energy harvesters.

Keywords:
Bird migrationDynamic soaringOptimal controlPareto frontierPhysics of life

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Area of Science:

  • * Biomechanics and animal flight dynamics.
  • * Ornithology and avian locomotion.
  • * Optimal control theory in biological systems.

Background:

  • * Dynamic soaring enables seabirds to exploit wind shear for energy, but a standardized performance benchmark is lacking.
  • * Existing flight analysis methods do not adequately compare species with different flight strategies (e.g., dynamic soaring, flap-gliding).

Purpose of the Study:

  • * To establish a reduced benchmark for comparing flight performance across avian species utilizing wind energy.
  • * To analyze and compare the flight efficiency of wandering albatrosses, Cory's shearwaters, and Eurasian oystercatchers.

Main Methods:

  • * Developed a simplified optimal-control model (Hamilton-Jacobi-Bellman) to define a lower bound on transport effort, considering drag and wind subsidies.
  • * Normalized flight speed and used accelerometer data as an effort proxy for species-specific comparisons.
  • * Mapped flight data onto a reduced speed-effort plane to estimate empirical performance frontiers.

Main Results:

  • * Wandering albatrosses exhibited flight efficiency closest to the theoretical lower bound, indicating near-optimal wind-energy harvesting.
  • * Cory's shearwaters showed a performance frontier systematically above the bound, suggesting less optimized energy use.
  • * Eurasian oystercatchers operated in a distinct non-soaring flight regime.

Conclusions:

  • * The developed framework provides a unified mechanical representation for comparing dynamic soaring, flap-gliding, and non-soaring flight.
  • * This study offers a novel benchmark for assessing wind-assisted flight performance across diverse avian species using field trajectory data.