Machine Learning of Nonequilibrium Phase Transition in an Ising Model on Square Lattice

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. The model uses image snapshots of ferromagnetic 2D spin configurations as a...

Full description

Bibliographic Details
Main Authors: Dagne Wordofa Tola, Mulugeta Bekele
Format: Article
Language:English
Published: MDPI AG 2023-09-01
Series:Condensed Matter
Subjects:
Online Access:https://www.mdpi.com/2410-3896/8/3/83