706 citations · 1.8k across the 13 of their papers we have counts for
3 papers · 1 filter
Mechanical properties of single and polycrystalline solids from machine learning
Faridun N. Jalolov, Evgeny V. Podryabinkin, Artem R. Oganov +2
Calculations of elastic and mechanical characteristics of non-crystalline solids are challenging due to high computation cost of methods and low accuracy of empirical…
A machine learning potential-based generative algorithm for on-lattice crystal structure prediction
Vadim Sotskov, Alexander V. Shapeev, Evgeny V. Podryabinkin
We propose a method for crystal structure prediction based on a new structure generation algorithm and on-lattice machine learning interatomic potentials. Our algorithm generates t…
MLIP-3: Active learning on atomic environments with Moment Tensor Potentials
Evgeny Podryabinkin, Kamil Garifullin, Alexander Shapeev +1
Nowadays, academic research relies not only on sharing with the academic community the scientific results obtained by research groups while studying certain phenomena, but also on…