The Mean Field Fokker-Planck Equation with Nonlinear No-flux Boundary Conditions

03/26/2022
by   R. D. Mills-Williams, et al.
0

We consider the mean field Fokker-Planck equation subject to nonlinear no-flux boundary conditions, which necessarily arise when subjecting a system of Brownian particles interacting via a pair potential in a bounded domain. With the additional presence of an external potential V_1, we show, by analysing the linearised Fokker-Planck operator, that the spectral properties of the equilibrium densities can differ considerably when compared with previous studies, e.g., with periodic boundary conditions. Amongst other mean field models of complex many-body particle systems, we present numerical experiments encompassing in a wide range of physical applications, including: generalised exponential models (Gaussian, Morse); a Kuramoto model, for noisy coupled oscillators; and an Onsager model for liquid crystals. We showcase our results by using the numerical methods developed in the pseudospectral collocation scheme 2DChebClass.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
05/24/2020

On the mean field limit of Random Batch Method for interacting particle systems

The Random Batch Method proposed in our previous work [Jin et al., J. Co...
research
09/20/2018

Analysis of boundary effects on PDE-based sampling of Whittle-Matérn random fields

We consider the generation of samples of a mean-zero Gaussian random fie...
research
05/10/2023

A synchronization-capturing multi-scale solver to the noisy integrate-and-fire neuron networks

The noisy leaky integrate-and-fire (NLIF) model describes the voltage co...
research
04/21/2023

Score-based Transport Modeling for Mean-Field Fokker-Planck Equations

We use the score-based transport modeling method to solve the mean-field...
research
01/31/2023

Exponential integrators for mean-field selective optimal control problems

In this paper we consider mean-field optimal control problems with selec...
research
04/29/2023

A spectral method for a Fokker-Planck equation in neuroscience with applications in neural networks with learning rules

In this work, we consider the Fokker-Planck equation of the Nonlinear No...
research
02/24/2022

Can the clocks tick together despite the noise? Stochastic simulations and analysis

The suprachiasmatic nucleus (SCN), also known as the circadian master cl...

Please sign up or login with your details

Forgot password? Click here to reset