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2024
- M. Rinaldi, M. Mrovec, A. Bochkarev et al. Non-collinear magnetic atomic cluster expansion for iron. npj Computational Materials, 10, 12, (2024)
2023
- E. Ibrahim, Y. Lysogorskiy, M. Mrovec et al. Atomic cluster expansion for a general-purpose interatomic potential of magnesium. Physical Review Materials, 7, 113801, (2023)
- M. Qamar, M. Mrovec, Y. Lysogorskiy et al. Atomic cluster expansion for quantum-accurate large-scale simulations of carbon. Journal of Chemical Theory and Computation, 19, 5151–5167, (2023)
- Y. Lysogorskiy, A. Bochkarev, M. Mrovec et al. Active learning strategies for atomic cluster expansion models. Physical Review Materials, 7, 043801, (2023)
2022
- M. Rinaldi. Modelling magnetism from the electronic structure to continuum for iron and its alloys. PhD Thesis, Ruhr-Univerisität Bochum, (2022)
- A. Bochkarev, Y. Lysogorskiy, C. Ortner et al. Multilayer atomic cluster expansion for semilocal interactions. Physical Review Research, 4, L042019, (2022)
- A. Bochkarev, Y. Lysogorskiy, S. Menon et al. Efficient parametrization of the atomic cluster expansion. Physical Review Materials, 6, 013804, (2022)
2021
- M. Rinaldi, M. Mrovec, M. Fähnle et al. Determination of spin-wave stiffness in the Fe-Si system using first-principles calculations. Physical Review B, 104, 064413, (2021)
- S. Starikov, D. Smirnova, T. Pradhan et al. Angular-dependent interatomic potential for large-scale atomistic simulation of iron: development and comprehensive comparison with existing interatomic models. Physical Review Materials, 5, 063607, (2021)
- Y. Lysogorskiy, C. van der Oord, A. Bochkarev et al. Performant implementation of the atomic cluster expansion (PACE) and application to copper and silicon. npj Computational Materials, 7, 97, (2021)
2020
- S. Amariamir. Combining active and transfer learning for data-guided search of new materials. Master Thesis, Ruhr-Universität Bochum, (2020)