Atomistic to continuum simulations of fracture and damage evolutions in oxide glass and glass-ceramic materials: A critical review

by Shingo Urata, Sayako Hirobe, Kenji Oguni, Shaofan Li
Published 2022-09-01

How fluorine minimizes density fluctuations of silica glass: Molecular dynamics study with machine-learning assisted force-matching potential

by Shingo Urata, Nobuhiro Nakamura, Kento Aiba, Tomofumi Tada, Hideo Hosono
Published 2021-01-01

Machine learning molecular dynamics reveals the structural origin of the first sharp diffraction peak in high-density silica glasses

by Keita Kobayashi, Masahiko Okumura, Hiroki Nakamura, Mitsuhiro Itakura, Masahiko Machida, Shingo Urata, Kentaro Suzuya
Published 2023-11-01

Single-model uncertainty quantification in neural network potentials does not consistently outperform model ensembles

by Aik Rui Tan, Shingo Urata, Samuel Goldman, Johannes C. B. Dietschreit, Rafael Gómez-Bombarelli
Published 2023-12-01

Ion-exchange mechanisms and interfacial reaction kinetics during aqueous corrosion of sodium silicate glasses

by Lu Deng, Katsuaki Miyatani, Michinori Suehara, Shin-ichi Amma, Madoka Ono, Shingo Urata, Jincheng Du
Published 2021-04-01