Machine Learning of Nonequilibrium Phase Transition in an Ising Model on Square Lattice [PDF]
This paper presents the investigation of convolutional neural network (CNN) prediction successfully recognizing the temperature of the nonequilibrium phase transitions in two-dimensional (2D) Ising spins on a square lattice.
Dagne Wordofa Tola, Mulugeta Bekele
doaj +6 more sources
A Spin - 3/2 Ising Model on a Square Lattice [PDF]
The spin - 3/2 Ising model on a square lattice is investigated. It is shown that this model is reducible to an eight - vertex model on a surface in the parameter space spanned by coupling constants J, K, L and M. It is shown that this model is equivalent
A. Lipowski+16 more
core +7 more sources
The susceptibility of the square lattice Ising model: New developments [PDF]
We have made substantial advances in elucidating the properties of the susceptibility of the square lattice Ising model. We discuss its analyticity properties, certain closed form expressions for subsets of the coefficients, and give an algorithm of ...
William P. Orrick+3 more
semanticscholar +5 more sources
Automata and the susceptibility of the square lattice Ising model modulo powers of primes [PDF]
We study the full susceptibility of the Ising model modulo powers of primes. We find exact functional equations for the full susceptibility modulo these primes.
A J Guttmann, J.-M. Maillard
semanticscholar +9 more sources
Square lattice Ising model susceptibility: Series expansion method and differential equation for $\chi^{(3)}$ [PDF]
In a previous paper (J. Phys. A {\bf 37} (2004) 9651-9668) we have given the Fuchsian linear differential equation satisfied by $\chi^{(3)}$, the ``three-particle'' contribution to the susceptibility of the isotropic square lattice Ising model.
Avan J+36 more
core +6 more sources
Experimental mathematics on the magnetic susceptibility of the square lattice Ising model [PDF]
We calculate very long low- and high-temperature series for the susceptibility χ of the square lattice Ising model as well as very long series for the five-particle contribution χ(5) and six-particle contribution χ(6).
S. Boukraa+6 more
semanticscholar +7 more sources
New algorithm for the computation of the partition function for the Ising model on a square lattice [PDF]
A new and efficient algorithm is presented for the calculation of the partition function in the $S=\pm 1$ Ising model. As an example, we use the algorithm to obtain the thermal dependence of the magnetic spin susceptibility of an Ising antiferromagnet ...
A. Z. MAKSYMOWICZ+5 more
core +5 more sources
Machine Learning the Square-Lattice Ising Model [PDF]
Recently, machine-learning methods have been shown to be successful in identifying and classifying different phases of the square-lattice Ising model. We study the performance and limits of classification and regression models.
Burak Çivitcioğlu+2 more
semanticscholar +4 more sources
Magnetic susceptibility of the square lattice Ising model [PDF]
In this work, we obtained an analytical relation for the susceptibility of the square lattice Ising model. Our investigation is based on an average magnetization interrelation which was recently obtained by us.
T. Kaya
semanticscholar +4 more sources
The square lattice Ising model on the rectangle III: Hankel and Toeplitz determinants [PDF]
Based on the results obtained in (Hucht 2017 J. Phys. A: Math. Theor. 50 065201), we show that the partition function of the anisotropic square lattice Ising model on the L × M rectangle, with open boundary conditions in both directions, is given by the ...
A. Hucht
semanticscholar +5 more sources