Glauber dynamics on the Erdős-Rényi random graph

preprint2020arXivOpen access

Abstract

We investigate the effect of disorder on the Curie-Weiss model with Glauber dynamics. In particular, we study metastability for spin-flip dynamics on the Erdős-Rényi random graph ERn(p)ER_n(p) with nn vertices and with edge retention probability p∈(0,1)p \in (0,1). Each vertex carries an Ising spin that can take the values −1-1 or +1+1. Single spins interact with an external magnetic field h∈(0,∞)h \in (0,\infty), while pairs of spins at vertices connected by an edge interact with each other with ferromagnetic interaction strength 1/n1/n. Spins flip according to a Metropolis dynamics at inverse temperature ββ. The standard Curie-Weiss model corresponds to the case p=1p=1, because ERn(1)=KnER_n(1) = K_n is the complete graph on nn vertices. For β>βcβ>β_c and h∈(0,pχ(βp))h \in (0,p χ(βp)) the system exhibits \emph{metastable behaviour} in the limit as n→∞n\to\infty, where βc=1/pβ_c=1/p is the \emph{critical inverse temperature} and χχ is a certain \emph{threshold function} satisfying lim⁡λ→∞χ(λ)=1\lim_{λ\to\infty} χ(λ) =1 and lim⁡λ↓1χ(λ)=0\lim_{λ\downarrow 1} χ(λ)=0. We compute the average crossover time from the \emph{metastable set} (with magnetization corresponding to the `minus-phase') to the \emph{stable set} (with magnetization corresponding to the `plus-phase'). We show that the average crossover time grows exponentially fast with nn, with an exponent that is the same as for the Curie-Weiss model with external magnetic field hh and with ferromagnetic interaction strength p/np/n. We show that the correction term to the exponential asymptotics is a multiplicative error term that is \emph{at most polynomial} in nn. For the complete graph KnK_n the correction term is known to be a multiplicative constant.

Explore this paper’s authors, topics and related work.

Building this map preview

BZPEER is loading the nearby papers, people, topics and institutions for this page.

Reviews 0

Write a reviewWrite

No reviews yet.

Discussion 0

Add a commentWrite

No comments yet.