Extraction of local structure differences in silica based on unsupervised learning-Reference-Cited by-同舟云学术

Extraction of local structure differences in silica based on unsupervised learning

Published:2024 Issue:15 Volume:26 Page:11657-11666
ISSN:1463-9076
Container-title:Physical Chemistry Chemical Physics
language:en
Short-container-title:Phys. Chem. Chem. Phys.

Author:

Lu Anh Khoa Augustin¹²^ORCID,Lin Jianbo³^ORCID,Futamura Yasunori⁴⁵⁶,Sakurai Tetsuya⁴⁵⁶,Tamura Ryo³⁷^ORCID,Miyazaki Tsuyoshi¹⁶⁸^ORCID

Affiliation:

1. Research Center for Materials Nanoarchitectonics, National Institute for Materials Science, Tsukuba 305-8568, Japan

2. Mathematics for Advances Materials Open Innovation Laboratory, National Institute of Advanced Industrial Science and Technology, Sendai 980–8577, Japan

3. Center for Basic Research on Materials, National Institute for Materials Science, Tsukuba 305-0047, Japan

4. Department of Computer Science, University of Tsukuba, Tsukuba 305-8573, Japan

5. Center for Artificial Intelligence, University of Tsukuba, Tsukuba 305-8573, Japan

6. Master's/Doctoral Program in Life Science Innovation, University of Tsukuba, Tsukuba 305-8577, Japan

7. Graduate School of Frontier Sciences, The University of Tokyo, Chiba 277-8568, Japan

8. Graduate School of Engineering, Nagoya university, Nagoya 464-8603, Japan

Abstract

We propose a methodology based on unsupervised learning with the two-step locality preserving projections (TS-LPP) method to detect the differences in local structures in silica. Subtle local changes in the structures can be detected.

Funder

Japan Society for the Promotion of Science

Publisher

Royal Society of Chemistry (RSC)

Link

http://pubs.rsc.org/en/content/articlepdf/2024/CP/D3CP06298H

Reference57 articles.

1. Effect of silica fume on mechanical properties of high-strength concrete

2. Silica glass: A material for photonics

3. J. E.Lilienfeld , Method and apparatus for controlling electric currents , 1930, https://patents.google.com/patent/US1745175A/en

4. Inorganic glasses, glass-forming liquids and amorphizing solids