In this paper we study a novel Fokker-Planck-type model that is designed to mimic manufacturing processes through the dynamics characterizing a large set of agents. In particular, we describe a many-agent system interacting with a target domain in such a way that each agent/particle is attracted by the center of mass of the target domain with the aim to uniformly cover this zone. To this end, we first introduce a mean-field model with discontinuous flux whose large-time behavior is such that the steady state is globally continuous and uniform over a connected portion of the domain. We prove that a diffusion coefficient, guaranteeing that a given portion of mass enters in the target domain, exists and that it is unique. Furthermore, convergence to equilibrium in 1D is provided through a reformulation of the initial problem involving a nonconstant diffusion function. The extension to 2D is explored numerically by means of recently introduced structure preserving methods for Fokker-Planck equations.

Fokker–Planck modeling of many-agent systems in swarm manufacturing: asymptotic analysis and numerical results

Auricchio, Ferdinando;Toscani, Giuseppe;Zanella, Mattia
2023-01-01

Abstract

In this paper we study a novel Fokker-Planck-type model that is designed to mimic manufacturing processes through the dynamics characterizing a large set of agents. In particular, we describe a many-agent system interacting with a target domain in such a way that each agent/particle is attracted by the center of mass of the target domain with the aim to uniformly cover this zone. To this end, we first introduce a mean-field model with discontinuous flux whose large-time behavior is such that the steady state is globally continuous and uniform over a connected portion of the domain. We prove that a diffusion coefficient, guaranteeing that a given portion of mass enters in the target domain, exists and that it is unique. Furthermore, convergence to equilibrium in 1D is provided through a reformulation of the initial problem involving a nonconstant diffusion function. The extension to 2D is explored numerically by means of recently introduced structure preserving methods for Fokker-Planck equations.
2023
Esperti anonimi
Inglese
Internazionale
21
6
1655
1677
23
swarm robotics, swarm manufacturing, multi-agent systems, Fokker-Planck equations
https://dx.doi.org/10.4310/CMS.2023.v21.n6.a10
https://arxiv.org/abs/2205.09996
no
3
info:eu-repo/semantics/article
262
Auricchio, Ferdinando; Toscani, Giuseppe; Zanella, Mattia
1 Contributo su Rivista::1.1 Articolo in rivista
none
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11571/1506319
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