English

Flock2: A model for orientation-based social flocking

Quantitative Methods 2024-07-22 v2 Physics and Society

Abstract

The aerial flocking of birds, or murmurations, has fascinated observers while presenting many challenges to behavioral study and simulation. We examine how the periphery of murmurations remain well bounded and cohesive. We also investigate agitation waves, which occur when a flock is disturbed, developing a plausible model for how they might emerge spontaneously. To understand these behaviors a new model is presented for orientation-based social flocking. Previous methods model inter-bird dynamics by considering the neighborhood around each bird, and introducing forces for avoidance, alignment, and cohesion as three dimensional vectors that alter acceleration. Our method introduces orientation-based social flocking that treats social influences from neighbors more realistically as a desire to turn, indirectly controlling the heading in an aerodynamic model. While our model can be applied to any flocking social bird we simulate flocks of starlings, Sturnus vulgaris, and demonstrate the possibility of orientation waves in the absence of predators. Our model exhibits spherical and ovoidal flock shapes matching observation. Comparisons of our model to Reynolds' on energy consumption and frequency analysis demonstrates more realistic motions, significantly less energy use in turning, and a plausible mechanism for emergent orientation waves.

Keywords

Cite

@article{arxiv.2404.17804,
  title  = {Flock2: A model for orientation-based social flocking},
  author = {Rama Carl Hoetzlein},
  journal= {arXiv preprint arXiv:2404.17804},
  year   = {2024}
}

Comments

15 pages (22 /w appendices & refs), 16 images. Source code: https://github.com/ramakarl/Flock2. Supplementary video: https://youtu.be/GGF28-t4wAY

R2 v1 2026-06-28T16:08:21.515Z