5 papers
Field evolution of the spin-liquid candidate YbMgGaO
Sebastian Bachus, Ilia A. Iakovlev, Yuesheng Li +7
We report magnetization, heat capacity, thermal expansion, and magnetostriction measurements down to millikelvin temperatures on the triangular antiferromagnet YbMgGaO. Our dat…
Multi-scale structural complexity of natural patterns
Andrey A. Bagrov, Ilia A. Iakovlev, Askar A. Iliasov +2
Complexity of patterns is a key information for human brain to differ objects of about the same size and shape. Like other innate human senses, the complexity perception cannot be…
Recurrent network classifier for ultrafast skyrmion dynamics
A. Y. Deviatov, I. A. Iakovlev, V. V. Mazurenko
By using the supervised learning we train a recurrent neural network to recognize and classify ultrafast magnetization processes realized in two-dimensional nanosystems with Dzyalo…
Profile approach for recognition of three-dimensional magnetic structures
I. A. Iakovlev, O. M. Sotnikov, V. V. Mazurenko
We propose an approach for low-dimensional visualisation and classification of complex topological magnetic structures formed in magnetic materials. Within the approach one convert…
Supervised learning magnetic skyrmion phases
I. A. Iakovlev, O. M. Sotnikov, V. V. Mazurenko
We propose and apply simple machine learning approaches for recognition and classification of complex non-collinear magnetic structures in two-dimensional materials. The first appr…