Accelerated rare event sampling: Refinement and Ising model analysis

Author:

Yevick David1,Lee Yong Hwan1

Affiliation:

1. Department of Physics, University of Waterloo, 200 University Ave. W. Waterloo, ON, N2L, 3G1, Canada

Abstract

In this paper, a recently introduced accelerated sampling technique [D. Yevick, Int. J. Mod. Phys. C 27, 1650041 (2016)] for constructing transition matrices is further developed and applied to a two-dimensional [Formula: see text] Ising spin system. By permitting backward displacements up to a certain limit for each forward step while evolving the system to first higher and then lower energies within a restricted interval that is steadily displaced toward zero temperature as the computation proceeds, accuracy can be greatly enhanced. Simultaneously, the elements obtained from numerous independent calculations are collected in a single transition matrix. The relative accuracy of this novel method is established through a comparison to a transition matrix procedure based on the Metropolis algorithm in which the temperature is appropriately varied during the calculation and the results interpreted in terms of the distribution of realizations over both energy and magnetization.

Publisher

World Scientific Pub Co Pte Lt

Subject

Computational Theory and Mathematics,Computer Science Applications,General Physics and Astronomy,Mathematical Physics,Statistical and Nonlinear Physics

Cited by 6 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Variational autoencoder analysis of Ising model statistical distributions and phase transitions;The European Physical Journal B;2022-03

2. The accuracy of restricted Boltzmann machine models of Ising systems;Computer Physics Communications;2021-01

3. A cluster controller for transition matrix calculations;International Journal of Modern Physics C;2019-04

4. Transition matrix cluster algorithms;International Journal of Modern Physics C;2019-01

5. A projected entropy controller for transition matrix calculations;The European Physical Journal B;2018-10

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