NIMS polymer database PoLyInfo (I): an overarching view of half a million data points
- Journal article
- Creator
-
Masashi Ishii (author) (Search by this author)National Institute for Materials Science
;
;Takuro Ito (author) (Search by this author);Hiroko Sado (author) (Search by this author)Isao Kuwajima (author) (Search by this author)National Institute for Materials Science
- Keyword
- polymer, database, PoLyInfo, human-readable, data curation, lexicon, structure determination
- Date published
- 2024-12-31
- Updated at
- 2024-07-11 16:30:18 +0900
Revealing factors influencing polymer degradation with rank-based machine learning
- Journal article
- Creator
-
;Weilin Yuan (author) (Search by this author)Yusuke Hibi (author) (Search by this author)National Institute for Materials Science
;
Ryo Tamura (author) (Search by this author)National Institute for Materials Science
;
;Masato Sumita (author) (Search by this author)Yasuyuki Nakamura (author) (Search by this author)National Institute for Materials Science
;
Masanobu Naito (author) (Search by this author)National Institute for Materials Science
;
Koji Tsuda (author) (Search by this author)National Institute for Materials Science
- Keyword
- polymer degradation, rank-based machine learning, PoLyInfo
- Date published
- 2023-09-25
- Updated at
- 2024-01-05 22:12:08 +0900
Scaling Law of Sim2Real transfer learning in expanding computational materials databases for real-world predictions
- Journal article
- Creator
-
Shunya Minami (author) (Search by this author)
https://orcid.org/0000-0002-3566-817X
(unauthenticated)
;
Yoshihiro Hayashi (author) (Search by this author)
https://orcid.org/0000-0002-7650-4083
(unauthenticated)
;
Stephen Wu (author) (Search by this author)
https://orcid.org/0000-0002-7847-8106
(unauthenticated)
;
;Kenji Fukumizu (author) (Search by this author);Hiroki Sugisawa (author) (Search by this author)Masashi Ishii (author) (Search by this author)
;
Isao Kuwajima (author) (Search by this author)
;
;Kazuya Shiratori (author) (Search by this author)Ryo Yoshida (author) (Search by this author)
https://orcid.org/0000-0001-8092-0162
(unauthenticated)
- Keyword
- molecular dynamics simulation, scaling law of simulation- to-real, Sim2Real, transfer learning, PoLyInfo
- Date published
- 2025-05-24
- Updated at
- 2025-06-13 16:30:25 +0900
NIMS polymer database PoLyInfo (II): machine-readable standardization of polymer knowledge expression
- Journal article
- Creator
-
Masashi Ishii (author) (Search by this author)National Institute for Materials Science
;
;Takuro Ito (author) (Search by this author)Koichi Sakamoto (author) (Search by this author)
- Keyword
- PoLyInfo, ontology, schema, RDF, ShEx, SPARQL, linked data
- Date published
- 2024-12-31
- Updated at
- 2024-07-11 16:30:21 +0900
PoLyInfo Ontology Version 1.0
- Dataset
- Collection
- PoLyInfo Knowledge Collection
- Creator
-
Masashi Ishii (author) (Search by this author)National Institute for Materials Science
;
Koichi Sakamoto (author) (Search by this author)National Institute for Materials Science
- Keyword
- Polymer chemistry knowledge, PoLyInfo, Ontology, BFO, collection - PoLyInfo Knowledge
- Date published
- Updated at
- 2024-03-26 10:19:11 +0900
PoLyInfo Conceptual Schema Version 1.0
- Dataset
- Collection
- PoLyInfo Knowledge Collection
- Creator
-
Masashi Ishii (author) (Search by this author)National Institute for Materials Science
;
Koichi Sakamoto (author) (Search by this author)National Institute for Materials Science
- Keyword
- Polymer chemistry knowledge, PoLyInfo, Conceptual schema, ShEx, collection - PoLyInfo Knowledge
- Date published
- Updated at
- 2024-03-27 12:30:25 +0900