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research article

Chains of mean-field models

Hassani, S. Hamed  
•
Macris, Nicolas  
•
Urbanke, Ruediger  
2012
Journal of Statistical Mechanics: Theory and Experiment

We consider a collection of Curie-Weiss (CW) spin systems, possibly with a random field, each of which is placed along the positions of a one-dimensional chain. The CW systems are coupled together by a Kac-type interaction in the longitudinal direction of the chain and by an infinite-range interaction in the direction transverse to the chain. Our motivations for studying this model come from recent findings in the theory of error-correcting codes based on spatially coupled graphs. We find that, although much simpler than the codes, the model studied here already displays similar behavior. We are interested in the van der Waals curve in a regime where the size of each Curie-Weiss model tends to infinity, and the length of the chain and range of the Kac interaction are large but finite. Below the critical temperature, and with appropriate boundary conditions, there appears a series of equilibrium states representing kink-like interfaces between the two equilibrium states of the individual system. The van der Waals curve oscillates periodically around the Maxwell plateau. These oscillations have a period inversely proportional to the chain length and an amplitude exponentially small in the range of the interaction; in other words, the spinodal points of the chain model lie exponentially close to the phase transition threshold. The amplitude of the oscillations is closely related to a Peierls-Nabarro free energy barrier for the motion of the kink along the chain. Analogies to similar phenomena and their possible algorithmic significance for graphical models of interest in coding theory and theoretical computer science are pointed out.

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Type
research article
DOI
10.1088/1742-5468/2012/02/P02011
Web of Science ID

WOS:000300904900012

Author(s)
Hassani, S. Hamed  
Macris, Nicolas  
Urbanke, Ruediger  
Date Issued

2012

Published in
Journal of Statistical Mechanics: Theory and Experiment
Article Number

P02011

Subjects

classical phase transitions (theory)

•

exact results

•

error correcting codes

•

Molecular-Field

•

Kac Potentials

•

Ising-Model

•

Deterioration

•

Systems

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
LTHC  
Available on Infoscience
April 5, 2012
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/79202
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