A little statistical mechanics for the graph theorist

被引:34
作者
Beaudin, Laura
Ellis-Monaghan, Joanna [1 ]
Pangborn, Greta [2 ]
Shrock, Robert [3 ]
机构
[1] St Michaels Coll, Dept Math, Colchester, VT 05439 USA
[2] St Michaels Coll, Dept Comp Sci, Colchester, VT 05439 USA
[3] SUNY Stony Brook, CN Yang Inst Theoret Phys, Stony Brook, NY 11794 USA
基金
美国国家卫生研究院;
关键词
Statistical mechanics; Tutte polynomial; Potts model; Ising model; Monte Carlo simulation; Chromatic polynomial; MODEL PARTITION-FUNCTIONS; ANTIFERROMAGNETIC POTTS MODELS; GROUND-STATE ENTROPY; CHROMATIC POLYNOMIALS; FUNCTION ZEROS; TRANSFER-MATRICES; ASYMPTOTIC LIMITS; CHAIN POLYNOMIALS; TUTTE POLYNOMIALS; LATTICE STRIPS;
D O I
10.1016/j.disc.2010.03.011
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In this survey, we give a friendly introduction from a graph theory perspective to the q-state Potts model. The Potts model is an important statistical mechanics tool for analyzing complex systems in which nearest neighbor interactions determine the aggregate behavior of the system. We present the surprising equivalence of the Potts model partition function and one of the most renowned graph invariants, the Tutte polynomial. This relationship has resulted in a remarkable synergy between the two fields of study. We highlight some of these interconnections, such as computational complexity results that have alternated between the two fields. The Potts model captures the effect of temperature on the system and plays an important role in the study of thermodynamic phase transitions. We discuss the equivalence of the chromatic polynomial and the zero-temperature antiferromagnetic partition function, and how this has led to the study of the complex zeros of these functions. We also briefly describe Monte Carlo simulations commonly used for Potts model analysis of complex systems. The Potts model has applications in areas as widely varied as magnetism, tumor migration, foam behaviors, and social demographics, and we provide a sampling of these that also demonstrates some variations of the Potts model. We conclude with some current areas of investigation that emphasize graph theoretic approaches. (C) 2010 Elsevier B.V. All rights reserved.
引用
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页码:2037 / 2053
页数:17
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