Investigation of Finite-Size 2D Ising Model with a Noisy Matrix of Spin-Spin Interactions

We analyze changes in the thermodynamic properties of a spin system when it passes from the classical two-dimensional Ising model to the spin glass model, where spin-spin interactions are random in their values and signs. Formally, the transition reduces to a gradual change in the amplitude of the m...

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Main Authors: Boris Kryzhanovsky, Magomed Malsagov, Iakov Karandashev
Format: Article
Language:English
Published: MDPI AG 2018-08-01
Series:Entropy
Subjects:
Online Access:http://www.mdpi.com/1099-4300/20/8/585
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spelling doaj-22acc3adfdd643b38bab154bb9e87f862020-11-25T02:48:42ZengMDPI AGEntropy1099-43002018-08-0120858510.3390/e20080585e20080585Investigation of Finite-Size 2D Ising Model with a Noisy Matrix of Spin-Spin InteractionsBoris Kryzhanovsky0Magomed Malsagov1Iakov Karandashev2Scientific Research Institute for System Analysis, Russian Academy of Sciences, 117218 Moscow, RussiaScientific Research Institute for System Analysis, Russian Academy of Sciences, 117218 Moscow, RussiaScientific Research Institute for System Analysis, Russian Academy of Sciences, 117218 Moscow, RussiaWe analyze changes in the thermodynamic properties of a spin system when it passes from the classical two-dimensional Ising model to the spin glass model, where spin-spin interactions are random in their values and signs. Formally, the transition reduces to a gradual change in the amplitude of the multiplicative noise (distributed uniformly with a mean equal to one) superimposed over the initial Ising matrix of interacting spins. Considering the noise, we obtain analytical expressions that are valid for lattices of finite sizes. We compare our results with the results of computer simulations performed for square N = L × L lattices with linear dimensions L = 50 ÷ 1000. We find experimentally the dependencies of the critical values (the critical temperature, the internal energy, entropy and the specific heat) as well as the dependencies of the energy of the ground state and its magnetization on the amplitude of the noise. We show that when the variance of the noise reaches one, there is a jump of the ground state from the fully correlated state to an uncorrelated state and its magnetization jumps from 1 to 0. In the same time, a phase transition that is present at a lower level of the noise disappears.http://www.mdpi.com/1099-4300/20/8/585Ising modelnoisy connectionsground statefree energyinternal energymagnetizationspecific heatentropycritical temperature
collection DOAJ
language English
format Article
sources DOAJ
author Boris Kryzhanovsky
Magomed Malsagov
Iakov Karandashev
spellingShingle Boris Kryzhanovsky
Magomed Malsagov
Iakov Karandashev
Investigation of Finite-Size 2D Ising Model with a Noisy Matrix of Spin-Spin Interactions
Entropy
Ising model
noisy connections
ground state
free energy
internal energy
magnetization
specific heat
entropy
critical temperature
author_facet Boris Kryzhanovsky
Magomed Malsagov
Iakov Karandashev
author_sort Boris Kryzhanovsky
title Investigation of Finite-Size 2D Ising Model with a Noisy Matrix of Spin-Spin Interactions
title_short Investigation of Finite-Size 2D Ising Model with a Noisy Matrix of Spin-Spin Interactions
title_full Investigation of Finite-Size 2D Ising Model with a Noisy Matrix of Spin-Spin Interactions
title_fullStr Investigation of Finite-Size 2D Ising Model with a Noisy Matrix of Spin-Spin Interactions
title_full_unstemmed Investigation of Finite-Size 2D Ising Model with a Noisy Matrix of Spin-Spin Interactions
title_sort investigation of finite-size 2d ising model with a noisy matrix of spin-spin interactions
publisher MDPI AG
series Entropy
issn 1099-4300
publishDate 2018-08-01
description We analyze changes in the thermodynamic properties of a spin system when it passes from the classical two-dimensional Ising model to the spin glass model, where spin-spin interactions are random in their values and signs. Formally, the transition reduces to a gradual change in the amplitude of the multiplicative noise (distributed uniformly with a mean equal to one) superimposed over the initial Ising matrix of interacting spins. Considering the noise, we obtain analytical expressions that are valid for lattices of finite sizes. We compare our results with the results of computer simulations performed for square N = L × L lattices with linear dimensions L = 50 ÷ 1000. We find experimentally the dependencies of the critical values (the critical temperature, the internal energy, entropy and the specific heat) as well as the dependencies of the energy of the ground state and its magnetization on the amplitude of the noise. We show that when the variance of the noise reaches one, there is a jump of the ground state from the fully correlated state to an uncorrelated state and its magnetization jumps from 1 to 0. In the same time, a phase transition that is present at a lower level of the noise disappears.
topic Ising model
noisy connections
ground state
free energy
internal energy
magnetization
specific heat
entropy
critical temperature
url http://www.mdpi.com/1099-4300/20/8/585
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