MULTIBODY INTERACTIONS IN COARSE-GRAINING SCHEMES FOR EXTENDED SYSTEMS

被引:11
|
作者
Are, Sasanka [1 ]
Katsoulakis, Markos A. [1 ]
Plechac, Petr [2 ]
Rey-Bellet, Luc [1 ]
机构
[1] Univ Massachusetts, Dept Math & Stat, Amherst, MA 01003 USA
[2] Univ Tennessee, Dept Math, Knoxville, TN 37996 USA
来源
SIAM JOURNAL ON SCIENTIFIC COMPUTING | 2008年 / 31卷 / 02期
基金
美国国家科学基金会;
关键词
coarse-graining; relative entropy; lattice spin systems; Monte Carlo method; Gibbs measure; cluster expansion; multibody interactions; renormalization group map;
D O I
10.1137/080713276
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper we address the role of multibody interactions for the coarse- grained approximation of stochastic lattice systems. Such interaction potentials are often not included in coarse-graining schemes, as they can be computationally expensive. The multibody interactions are obtained from the error expansion of the reference measure which is, in many cases, chosen as a Gibbs measure corresponding to a local mean-field approximation. We identify the parameter is an element of that characterizes the level of approximation and its relation to the underlying interaction potential. The error analysis suggests strategies to overcome the computational costs due to evaluations of multibody interactions by additional approximation steps with controlled errors. We present numerical examples demonstrating that the inclusion of multibody interactions shows substantial improvement in dynamical simulations, e. g., of rare events and metastability in phase transitions regimes.
引用
收藏
页码:987 / 1015
页数:29
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