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  • Open Access

From Individual to Swarm Dynamics of Motile Photokinetic Organisms

J. Morales

P. Muñoz

D. Noto

H. N. Ulloa*

F. Guzmán-Lastra†

  • *Contact author: ulloa@sas.upenn.edu
  • †Contact author: fguzman@uchile.cl

PRX Life 4, 023010 – Published 30 April, 2026

DOI: https://doi.org/10.1103/b3m3-2ffz

Abstract

The day–night cycle drives the largest biomass migration on Earth: the diel vertical migration (DVM) of aquatic organisms. Here, we present a three-dimensional agent-based model that incorporates photokinesis, gyrotaxis, and stochastic reorientation to explore how individual-level swimming behaviors give rise to population-scale DVM patterns. By solving Langevin equations for swarms of swimmers, we identify four distinct regimes—surface accumulation, shallow DVM, deep DVM, and sinking—governed by two key dimensionless parameters: the Péclet number (Pe), representing motility persistence, and the vertical swimming asymmetry ratio (W=wdown/wup), encoding photokinetic bias. These regimes emerge from nonlinear interactions between light-driven navigation and active noise, diagnosed through topological and statistical features of vertical distributions. A critical feedback is uncovered: upward-biased swimming (W<1) promotes surface aggregation, while excessive downward bias (W>1) leads to irreversible sinking. Analytical estimates link regime boundaries to gyrotactic alignment and velocity reversals. Together, our results provide a mechanistic framework to interpret DVM diversity and emphasize the central role of light gradients—beyond absolute intensity—in shaping ecological self-organization.

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