Abstract
In particle systems, flocking refers to the phenomenon where particles' individual velocities eventually align. The Cucker-Smale (CS) model is a well-known mathematical framework that describes this behaviour. Many continuous descriptions of the CS model use PDEs with both particle position and velocity as independent variables, thus providing a full description of the particles' mean-field limit (MFL) dynamics. In this paper, we introduce a novel reduced inertial PDE model consisting of two equations that depend solely on particle position. In contrast to other reduced models, ours is not derived from the MFL, but directly includes the model reduction at the level of the empirical densities, thus allowing for a straightforward connection to the underlying particle dynamics. We present a thorough analytical investigation of our reduced model, showing that: firstly, our reduced PDE satisfies a natural and interpretable continuous definition of flocking; secondly, in specific cases, we can fully quantify the discrepancy between PDE solution and particle system. Our theoretical results are supported by numerical simulations.
Original language | English |
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Article number | 20240675 |
Number of pages | 28 |
Journal | Proceedings of the Royal Society A |
Volume | 481 |
Issue number | 2310 |
Early online date | 19 Mar 2025 |
DOIs | |
Publication status | Published - 31 Mar 2025 |
Data Availability Statement
The entirety of the Python code used for producing the simulations in this paper is available in our open source repositoryAcknowledgements
The authors wish to thank the anonymous referees for their careful reading of the manuscript and for their valuable suggestions and comments.Funding
This work has been partially funded by the Deutsche Forschungsgemeinschaft (DFG) under Germany\u2019s Excellence Strategy through grant no. EXC-2046 The Berlin Mathematics Research Center MATH+ (project no. 390685689). A.D. gratefully acknowledges funding by Daimler and Benz Foundation as part of the scholarship program for junior professors and postdoctoral researchers. Acknowledgements
Funders | Funder number |
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Daimler und Benz Stiftung | |
Deutsche Forschungsgemeinschaft | EXC-2046, 390685689 |
Keywords
- Cucker-Smale model
- collective behaviour
- flocking dynamics
- interacting particle systems
- reduced inertial PDE model
- stochastic PDE
ASJC Scopus subject areas
- General Mathematics
- General Engineering
- General Physics and Astronomy