Estimating Patterns of Classical and Quantum Skyrmion States
Электронный научный архив УРФУ
Информация об архиве | Просмотр оригинала| Поле | Значение | |
| Заглавие |
Estimating Patterns of Classical and Quantum Skyrmion States
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| Автор |
Mazurenko, V. V.
Iakovlev, I. A. Sotnikov, O. M. Katsnelson, M. I. |
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| Описание |
In this review we discuss the latest results concerning development of the machine learning algorithms for characterization of the magnetic skyrmions that are topologically-protected magnetic textures originated from the Dzyaloshinskii-Moriya interaction that competes Heisenberg isotropic exchange in ferromagnets. We show that for classical spin systems there is a whole pool of machine approaches allowing their accurate phase classification and quantitative description on the basis of few magnetization snapshots. In turn, investigation of the quantum skyrmions is a less explored issue, since there are fundamental limitations on the simulation of such wave functions with classical supercomputers. One needs to find the ways to imitate quantum skyrmions on near-term quantum computers. In this respect, we discuss implementation of the method for estimating structural complexity of classical objects for characterization of the quantum skyrmion state on the basis of limited number of bitstrings obtained from the projective measurements. © 2023 The Physical Society of Japan.
We thank Vladimir Dmitrienko for fruitful discussions. |
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| Дата |
2024-04-05T16:21:53Z
2024-04-05T16:21:53Z 2023 |
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| Тип |
Review
Review (info:eu-repo/semantics/review) |info:eu-repo/semantics/publishedVersion |
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| Идентификатор |
Mazurenko, VV, Iakovlev, IA, Sotnikov, OM & Katsnelson, MI 2023, 'Estimating Patterns of Classical and Quantum Skyrmion States', Journal of the Physical Society of Japan, Том. 92, № 8, 081004. https://doi.org/10.7566/JPSJ.92.081004
Mazurenko, V. V., Iakovlev, I. A., Sotnikov, O. M., & Katsnelson, M. I. (2023). Estimating Patterns of Classical and Quantum Skyrmion States. Journal of the Physical Society of Japan, 92(8), [081004]. https://doi.org/10.7566/JPSJ.92.081004 0031-9015 Final All Open Access, Green https://www.scopus.com/inward/record.uri?eid=2-s2.0-85158867743&doi=10.7566%2fJPSJ.92.081004&partnerID=40&md5=a908eaf4e883ca353a213fdc670ee91c https://repository.ubn.ru.nl/bitstream/handle/2066/293002/1/293002.pdf http://elar.urfu.ru/handle/10995/130468 10.7566/JPSJ.92.081004 85158867743 000966410900001 |
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| Язык |
en
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| Права |
Open access (info:eu-repo/semantics/openAccess)
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| Формат |
application/pdf
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| Издатель |
Physical Society of Japan
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| Источник |
Journal of the Physical Society of Japan
Journal of the Physical Society of Japan |
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