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Tsuyoshi Miyazaki

Researcher at National Institute for Materials Science

Publications -  115
Citations -  3412

Tsuyoshi Miyazaki is an academic researcher from National Institute for Materials Science. The author has contributed to research in topics: Density functional theory & Ab initio. The author has an hindex of 26, co-authored 110 publications receiving 2892 citations. Previous affiliations of Tsuyoshi Miyazaki include Tokyo University of Science & University of Tokyo.

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Unsupervised learning-based structural analysis: Search for a characteristic low-dimensional space by local structures in atomistic simulations

TL;DR: In this paper, an unsupervised machine learning method is proposed to analyze the local structure around a target atom, which uses the two-step locality preserving projections (TS-LPP) to find a low-dimensional space wherein the distributions of datapoints for each atom or groups of atoms can be properly captured.

The CONQUEST code: large scale and linear scaling DFT

TL;DR: DFT code CONQUEST, designed from the beginning to enable extremely large-scale calculations on massively parallel platforms, implementing both exact and linear scaling solvers for the ground state, demonstrates essentially perfect weak scaling.
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Linear-scaling implementation of exact exchange using localized numerical orbitals and contraction reduction integrals

TL;DR: A numerical method is introduced which avoids the explicit calculation the four-center two-electron repulsion integrals and reduces the prefactor scaling by a factor N, where N is the number of atoms within the range of the exact exchange Hamiltonian.