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- Studies of machine learning xy model
WEBI. INTRODUCTION. The XY model is a paradigm in statistical physics with important implications for condensed matter systems [1–7]. The two-dimensional (2D) XY model …
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Classical XY model is a lattice model of statistical mechanics notable for its …
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Machine learning of phase tr…
In this paper, we apply machine learning methods to study phase transitions in …
Machine learning of XY model on a spherical Fibonacci lattice
WEBSep 1, 2021 · We study the XY model on a spherical surface inspired by recently realized spherically confined atomic gases. Instead of a traditional latitude-longitude lattice, we …
Machine learning of XY model on a spherical Fibonacci lattice
WEBAbstract. We study the XY model on a spherical surface inspired by recently realized spherically confined atomic gases. Instead of a traditional latitude-longitude lattice, we …
Neural network architectures based on the classical XY model
WEBNov 30, 2021 · Classical XY model is a lattice model of statistical mechanics notable for its universality in the rich hierarchy of the optical, laser, and condensed matter systems. We …
[2103.17244] XY Neural Networks - arXiv.org
WEBMar 31, 2021 · The classical XY model is a lattice model of statistical mechanics notable for its universality in the rich hierarchy of the optical, laser and condensed matter systems. …
WEBThe XY Model. The 2D classical XY model on a square lattice is described by the Hamiltonian H = −J X. <i,j> si·sj= −J X. <i,j> cos(θi−θj) (1) ∗Electronicaddress: …
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Machine learning of XY model on a spherical …
WEBSep 1, 2021 · We study the XY model on a spherical surface by using Monte Carlo simulations and machine learning methods. Instead of a traditional latitude-longitude lattice, we consider a much more...
Machine learning of XY model on a spherical Fibonacci lattice
WEBSep 1, 2021 · We study the XY model on a spherical surface inspired by recently realized spherically confined atomic gases. Instead of a traditional latitude-longitude lattice, we …
Physical Review Journals
WEB@article{PhysRevResearch.4.023005, title = {Machine learning of the $XY$ model on a spherical Fibonacci lattice}, author = {Song, Chen-Hui and Gao, Qu-Cheng and Hou ...
Machine learning of the X Y model on a spherical …
WEBApr 1, 2022 · The XY model on a spherical surface, inspired by recently realized atomic gases trapped in a spherical shell, is analyzed here. Instead of a traditional latitude-longitude lattice, we introduce...
Introduction to the XY Model - Machine Learning | Topological …
WEBJun 07, 2019. In the previous post, [ [link]], we talked about our realization of the XY-model, tilted, smectic liquid crystals. In this post, we’ll go into a little more detail about the XY …
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XY Neural Networks | DeepAI
WEBMar 31, 2021 · The classical XY model is a lattice model of statistical mechanics notable for its universality in the rich hierarchy of the optical, laser and condensed matter systems. …
Machine-Learning Studies on Spin Models | Scientific Reports
WEBFeb 7, 2020 · Model-independent quantum phases classifier. Article Open access 02 September 2023. Introduction. Numerical simulations, such as Monte Carlo methods, …
WEBJan 25, 2018 · In this paper, we apply several supervised machine learning strategies to the task of identifying the KT transition in the two-dimensional XY model.
The XY Model | SpringerLink
WEBJan 1, 2010 · The XY Model is another linear chain of spin-1/2 atoms but with a different type of exchange interaction in which only the x -components and y -components of the …
Machine learning of XY model on a spherical Fibonacci lattice
WEBSep 1, 2021 · We study the XY model on a spherical surface by using Monte Carlo simulations and machine learning methods. Instead of a traditional latitude-longitude …
WEBThe XY Model. The 2D classical XY model on a square lattice is described by the Hamiltonian. H = −J X si · sj = −J X cos(θi − θj) <i,j> <i,j> (1) where J is the interaction …
Phys. Rev. E 110, 014137 (2024) - Machine learning analysis of ...
WEBJul 24, 2024 · We investigate the recently proposed dimensional reduction conjecture in driven disordered systems using a machine learning technique. The conjecture states …
Monte Carlo Simulation of XY Model with Python - Shiling Liang
WEBWhat’s it? A python program used for Monte Carlo simulation (Metropolis algorithm) of XY model. What are the outputs? equilibrium spin configuration in differnet temperature. …
WEBMar 29, 2019 · In this paper, we apply machine learning methods to study phase transitions in certain statistical mechanical models on the two dimensional lattices, whose …
WEBThe XY Model. with unequal weights. This system has interesting and unusual features and it is exactly so. uble i.e. integrable. However the mathe-matical techniques involved …
WEBThe classical XY model, sometimes also called classical rotator or simply O(2) model, is a subject of extensive theoretical and numerical research and appears to be one of the …
A Machine Learning Model for Predicting In-Hospital Mortality in ...
WEB2 days ago · Background: Machine learning (ML) risk prediction models, although much more accurate than traditional statistical methods, are inconvenient to use in clinical …
Machine learning of phase transitions in the percolation and XY …
WEBApr 8, 2018 · In this paper, we apply machine learning methods to study phase transitions in certain statistical mechanical models on the two dimensional lattices, whose …
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