Magnetic State Generation using Hamiltonian Guided Variational Autoencoder with Spin Structure Stabilization

Deep learning on the 2-dimensional Ising model to extract the crossover region with a variational autoencoder

(2020) Nicholas Walker et al.   Scientific Reports

Machine Learning Magnetic Parameters from Spin Configurations

(2020) Dingchen Wang et al.   Advanced Science

Magnetic Hamiltonian parameter estimation using deep learning techniques

(2020) H. Y. Kwon et al.   Science Advances

Variational Autoencoder Reconstruction of Complex Many-Body Physics

(2019) Ilia A. Luchnikov et al.   Entropy

An innovative magnetic state generator using machine learning techniques

(2019) H. Y. Kwon et al.   Scientific Reports

Elastic moduli and Poisson's ratio of 2-dimensional magnetic skyrmion lattice

(2017) S. P. Kang et al.   JOURNAL OF APPLIED PHYSICS

Skyrmions in magnetic multilayers

(2017) Wanjun Jiang et al.   PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS

Solving the quantum many-body problem with artificial neural networks

(2017) Giuseppe Carleo et al.   SCIENCE

Spin-orbit torque-driven skyrmion dynamics revealed by time-resolved X-ray microscopy

(2017) Seonghoon Woo et al.   Nature Communications

Observation of room-temperature magnetic skyrmions and their current-driven dynamics in ultrathin metallic ferromagnets

(2016) Seonghoon Woo et al.   NATURE MATERIALS

Direct imaging of magnetic field-driven transitions of skyrmion cluster states in FeGe nanodisks

(2016) Xuebing Zhao et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Room temperature skyrmion ground state stabilized through interlayer exchange coupling

(2015) Gong Chen et al.   APPLIED PHYSICS LETTERS

Deep learning

(2015) Yann LeCun et al.   NATURE

Real-time observation of domain fluctuations in a two-dimensional magnetic model system

(2015) M. Kronseder et al.   Nature Communications

Effects of Dzyaloshinskii–Moriya interaction on magnetic stripe domains

(2013) H.Y. Kwon et al.   JOURNAL OF MAGNETISM AND MAGNETIC MATERIALS

Writing and Deleting Single Magnetic Skyrmions

(2013) N. Romming et al.   SCIENCE

Effect of anisotropy and dipole interaction on long-range order magnetic structures generated by Dzyaloshinskii–Moriya interaction

(2012) H.Y. Kwon et al.   JOURNAL OF MAGNETISM AND MAGNETIC MATERIALS

Real-Space Observation of Skyrmion Lattice in Helimagnet MnSi Thin Samples

(2012) Akira Tonomura et al.   NANO LETTERS

Domain Structure in CoFeB Thin Films With Perpendicular Magnetic Anisotropy

(2011) Michihiko Yamanouchi et al.   IEEE Magnetics Letters

Real-space observation of a two-dimensional skyrmion crystal

(2010) X. Z. Yu et al.   NATURE

Irreversibility, reversibility, and thermal equilibrium in domain patterns of Fe films with perpendicular magnetization

(2010) N. Saratz et al.   PHYSICAL REVIEW B