Research ArticleCONDENSED MATTER PHYSICS
Magnetic Hamiltonian parameter estimation using deep learning techniques
- View ORCID ProfileH. Y. Kwon1,*,
- H. G. Yoon2,
- View ORCID ProfileC. Lee2,
- G. Chen3,
- View ORCID ProfileK. Liu3,4,
- View ORCID ProfileA. K. Schmid5,
- View ORCID ProfileY. Z. Wu6,
- J. W. Choi1 and
- View ORCID ProfileC. Won2,*
- 1Center for Spintronics, Korea Institute of Science and Technology, Seoul 02792, South Korea.
- 2Department of Physics, Kyung Hee University, Seoul 02447, South Korea.
- 3Department of Physics, University of California, Davis, Davis, CA 95616, USA.
- 4Physics Department, Georgetown University, Washington, DC 20057, USA.
- 5National Center for Electron Microscopy, Molecular Foundry, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA.
- 6Department of Physics, State Key Laboratory of Surface Physics and Advanced Materials Laboratory, Fudan University, Shanghai 200433, China.
- ↵*Corresponding author. Email: cywon{at}khu.ac.kr (C.W.); soky572{at}gmail.com (H.Y.K.)
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Science Advances 25 Sep 2020:
Vol. 6, no. 39, eabb0872
DOI: 10.1126/sciadv.abb0872
Vol. 6, no. 39, eabb0872
DOI: 10.1126/sciadv.abb0872
H. Y. Kwon
1Center for Spintronics, Korea Institute of Science and Technology, Seoul 02792, South Korea.
H. G. Yoon
2Department of Physics, Kyung Hee University, Seoul 02447, South Korea.
C. Lee
2Department of Physics, Kyung Hee University, Seoul 02447, South Korea.
G. Chen
3Department of Physics, University of California, Davis, Davis, CA 95616, USA.
K. Liu
3Department of Physics, University of California, Davis, Davis, CA 95616, USA.
4Physics Department, Georgetown University, Washington, DC 20057, USA.
A. K. Schmid
5National Center for Electron Microscopy, Molecular Foundry, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA.
Y. Z. Wu
6Department of Physics, State Key Laboratory of Surface Physics and Advanced Materials Laboratory, Fudan University, Shanghai 200433, China.
J. W. Choi
1Center for Spintronics, Korea Institute of Science and Technology, Seoul 02792, South Korea.
C. Won
2Department of Physics, Kyung Hee University, Seoul 02447, South Korea.
