Anomalous Collective Dynamics of Auto-Chemotactic Populations
Jasper van der Kolk, Florian Rasshofer, Richard Swiderski, Astik, Haldar, Abhik Basu, Erwin Frey

TL;DR
This paper investigates the critical dynamics of populations exhibiting auto-chemotaxis with long-range interactions, revealing distinct scaling behaviors and mechanisms that stabilize phase transitions.
Contribution
It introduces a renormalization group analysis of autochemotactic populations, identifying new scaling regimes and nonlinear stabilization mechanisms near extinction thresholds.
Findings
Distinct scaling regimes for fast and slow chemotactic interactions
A correction to the Keller-Segel model near extinction threshold
A nonlinear mechanism stabilizing continuous phase transitions
Abstract
While the role of local interactions in nonequilibrium phase transitions is well studied, a fundamental understanding of the effects of long-range interactions is lacking. We study the critical dynamics of reproducing agents subject to autochemotactic interactions and limited resources. A renormalization group analysis reveals distinct scaling regimes for fast (attractive or repulsive) interactions; for slow signal transduction, the dynamics is dominated by a diffusive fixed point. Furthermore, we present a correction to the Keller-Segel nonlinearity emerging close to the extinction threshold and a novel nonlinear mechanism that stabilizes the continuous transition against the emergence of a characteristic length scale due to a chemotactic collapse.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsAdvanced Thermodynamics and Statistical Mechanics · Mathematical Biology Tumor Growth · Nonlinear Dynamics and Pattern Formation
