Concentration inequalities for a removal-driven thinning process

Author:

Klobusicky Joe,Menon Govind

Abstract

We prove exponential concentration estimates and a strong law of large numbers for a particle system that is the simplest representative of a general class of models for 2D grain boundary coarsening introduced by the first author (2014). The system consists of n n particles in ( 0 , ) (0,\infty ) that move at unit speed to the left. Each time a particle hits the boundary point 0 0 , it is removed from the system along with a second particle chosen uniformly from the particles in ( 0 , ) (0,\infty ) . Under the assumption that the initial empirical measure of the particle system converges weakly to a measure with density f 0 ( x ) L + 1 ( 0 , ) f_0(x) \in L^1_+(0,\infty ) , the empirical measure of the particle system at time t t is shown to converge to the measure with density f ( x , t ) f(x,t) , where f f is the unique solution to the kinetic equation with nonlinear boundary coupling t f ( x , t ) x f ( x , t ) = f ( 0 , t ) 0 f ( y , t ) d y f ( x , t ) , 0 > x > , \begin{equation*} \partial _t f (x,t) - \partial _x f(x,t) = -\frac {f(0,t)}{\int _0^\infty f(y,t)\, dy} f(x,t), \quad 0>x > \infty , \end{equation*} and initial condition f ( x , 0 ) = f 0 ( x ) f(x,0)=f_0(x) .

The proof relies on a concentration inequality for an urn model studied by Pittel, and Maurey’s concentration inequality for Lipschitz functions on the permutation group.

Publisher

American Mathematical Society (AMS)

Subject

Applied Mathematics

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