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License: Creative Commons BY-NC Attribution-NonCommercial 4.0 International
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Modular metamaterials with deep learning–enabled customizable stress–strain responses
Journal article
Creator
Xiaofeng Guo
(author) (
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)
https://orcid.org/0000-0003-1971-7442
(unauthenticated)
Xiaofeng Guo
;
Miaomiao He
(author) (
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)
Miaomiao He
;
Ikumu Watanabe
(author) (
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)
https://orcid.org/0000-0002-7693-1675
NIMS Researchers Directory SAMURAI
Ikumu Watanabe
;
Jiaxin Zhou
(author) (
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)
https://orcid.org/0000-0001-7681-1668
NIMS Researchers Directory SAMURAI
Jiaxin Zhou
;
Takayuki Yamada
(author) (
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)
https://orcid.org/0000-0002-5349-6690
(unauthenticated)
Takayuki Yamada
;
Yong Yi
(author) (
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)
Yong Yi
;
Xiaoyang Zheng
(author) (
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)
https://orcid.org/0000-0003-1452-5855
Xiaoyang Zheng
Keyword
Mechanical metamaterials
,
Deep learning
,
Inverse design
,
Nonlinear mechanical property
,
Modular material
Date published
2026-01-30
Updated at
2026-02-27 16:30:39 +0900
Mapping phonon dynamics to thermal transport
via
deep-learning NEMD: AlN/diamond interface engineering for GaN heat dissipation
Journal article
Creator
Kongping Wu
(author) (
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)
https://orcid.org/0000-0001-5672-7610
(unauthenticated)
Kongping Wu
;
Meiyong Liao
(author) (
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)
https://orcid.org/0000-0003-1361-4266
NIMS Researchers Directory SAMURAI
Meiyong Liao
Keyword
Diamond
,
thermal conductivity
Date published
2025-12-31
Updated at
2025-11-05 12:30:04 +0900
Zn2SnO4 ternary metal oxide for ultraviolet radiation filter application: a comparative study with TiO2 and ZnO
Journal article
Creator
Kadhim Al-Attafi
(author) (
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)
https://orcid.org/0000-0002-6844-8499
(unauthenticated)
Institute for Superconducting and Electronic Materials, University of Wollongong
Kadhim Al-Attafi
;
Amar Al-Keisy
(author) (
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)
https://orcid.org/0000-0002-4561-4263
(unauthenticated)
Nanotechnology and Advanced Material Research Cente, University of Technology-Iraq
Amar Al-Keisy
;
Muhammad A. Alsherbiny
(author) (
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)
Department of Pharmacognosy, Faculty of Pharmacy, Cairo University
Muhammad A. Alsherbiny
;
Jung Ho Kim
(author) (
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)
https://orcid.org/0000-0003-4931-3553
(unauthenticated)
Institute for Superconducting and Electronic Materials, University of Wollongong
Jung Ho Kim
Keyword
Zn2SnO4 ternary metal oxide
,
UV radiation filters
,
UVB and UVA blocking
,
TiO2 and ZnO alternatives
,
TiO2 free radicals
,
ZnO toxicity
Date published
2023-12-31
Updated at
2025-07-16 16:16:21 +0900
Surface-Structure Search with Variable Composition and Periodicity via Machine Learning and Evolutionary Algorithms: Applications to Pt/Ge Oxidation and Au--Sn Alloying
Journal article
Creator
F. Kuroda
(author) (
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)
a Materials DX Research Center, National Institute of Advanced Industrial Science and Technology (AIST)
F. Kuroda
;
M. Otani
(author) (
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)
M. Otani
Keyword
Sections
,
lists
,
figures
,
tables
,
mathematics
,
fonts
,
references
,
appendices
Date published
2026-07-07
Updated at
2026-07-08 16:54:06 +0900
Generating 3D voxelized architected materials using 3D conditional generative adversarial network
Software
Creator
Xiaoyang Zheng
(author) (
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)
https://orcid.org/0000-0003-1452-5855
Center for Basic Research on Materials, National Institute for Materials Science
Xiaoyang Zheng
;
Ikumu Watanabe
(author) (
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)
https://orcid.org/0000-0002-7693-1675
Center for Basic Research on Materials, National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Ikumu Watanabe
Keyword
Deep learning; Generative adversarial network; Inverse design; 3D shape; Microstructure; Mechanical metamaterial
Date published
2023-12-31
Updated at
2024-01-05 22:11:09 +0900
Supplemental data to 'A unified model for metallic materials reliability data and its application in NIMS Metallic Materials Database (Kinzoku)'
Dataset
Creator
Asahiko Matsuda
(author) (
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)
https://orcid.org/0000-0001-5989-027X
Research Network and Facility Services Division, National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Asahiko Matsuda
;
Masahiko Demura
(author) (
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)
https://orcid.org/0000-0002-7308-3041
Research Network and Facility Services Division, National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Masahiko Demura
;
Masayoshi Yamazaki
(author) (
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)
National Institute for Materials Science
Masayoshi Yamazaki
;
Takuya Kadohira
(author) (
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)
https://orcid.org/0000-0003-0569-1309
Research Network and Facility Services Division, National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Takuya Kadohira
;
Toshihiro Ashino
(author) (
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)
https://orcid.org/0009-0002-9592-8516
(unauthenticated)
Faculty of Regional Development Studies, Toyo University
Toshihiro Ashino
;
Yoshiyuki Furuya
(author) (
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)
https://orcid.org/0000-0002-3039-5280
Research Center for Structural Materials, National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Yoshiyuki Furuya
;
Kota Sawada
(author) (
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)
https://orcid.org/0000-0001-7780-1648
Research Center for Structural Materials, National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Kota Sawada
;
Nobutaka Nishikawa
(author) (
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)
Mizuho Research & Technologies, Ltd.
Nobutaka Nishikawa
Keyword
metallic materials
,
structural materials
,
database
,
data format
,
data model
,
creep
,
fatigue
Date published
2025-12-31
Updated at
2025-08-01 08:55:21 +0900
Spring-based mechanical metamaterials with deep-learning-accelerated design
Journal article
Creator
Xiaofeng Guo
(author) (
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)
https://orcid.org/0000-0003-1971-7442
(unauthenticated)
Xiaofeng Guo
;
Xiaoyang Zheng
(author) (
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)
https://orcid.org/0000-0003-1452-5855
Xiaoyang Zheng
;
Jiaxin Zhou
(author) (
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)
https://orcid.org/0000-0001-7681-1668
NIMS Researchers Directory SAMURAI
Jiaxin Zhou
;
Takayuki Yamada
(author) (
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)
https://orcid.org/0000-0002-5349-6690
(unauthenticated)
Takayuki Yamada
;
Yong Yi
(author) (
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)
https://orcid.org/0000-0003-0627-5446
(unauthenticated)
Yong Yi
;
Ikumu Watanabe
(author) (
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)
https://orcid.org/0000-0002-7693-1675
NIMS Researchers Directory SAMURAI
Ikumu Watanabe
Keyword
Mechanical metamaterial
Date published
2025-03-06
Updated at
2025-04-23 08:30:21 +0900
CSIML: a cost-sensitive and iterative machine-learning method for small and imbalanced materials data sets
Journal article
Creator
Shengzhou Li
(author) (
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)
https://orcid.org/0000-0001-6973-3825
NIMS Researchers Directory SAMURAI
Shengzhou Li
;
Ayako Nakata
(author) (
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)
https://orcid.org/0000-0002-3311-6283
NIMS Researchers Directory SAMURAI
Ayako Nakata
Keyword
cost-sensitive
,
iterative machine-learning method
,
small and imbalanced materials data sets
,
chemical knowledge
,
CSIML
Date published
2024-05-02
Updated at
2024-11-28 16:30:28 +0900
Global softening to manipulate sound velocity for reliable high-performance MgAgSb thermoelectrics
Journal article
Creator
Airan Li
(author) (
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)
https://orcid.org/0009-0004-7318-4821
National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Airan Li
;
Longquan Wang
(author) (
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)
https://orcid.org/0009-0009-9910-9770
National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Longquan Wang
;
Jiankang Li
(author) (
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)
National Institute for Materials Science
Jiankang Li
;
Takao Mori
(author) (
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)
https://orcid.org/0000-0003-2682-1846
National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Takao Mori
Keyword
thermoelectric
Date published
2024-10-18
Updated at
2024-12-10 16:55:43 +0900
Lithium superionic behavior and defect robustness in LiNbOCl
4
: a first-principles molecular dynamics study
Journal article
Creator
Halimah Harfah
(author) (
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)
https://orcid.org/0000-0002-7268-3758
(unauthenticated)
Halimah Harfah
;
Yoshitaka Tateyama
(author) (
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)
https://orcid.org/0000-0002-5532-6134
NIMS Researchers Directory SAMURAI
Yoshitaka Tateyama
;
Kazunori Takada
(author) (
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)
https://orcid.org/0000-0001-7568-1806
NIMS Researchers Directory SAMURAI
Kazunori Takada
;
Randy Jalem
(author) (
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)
https://orcid.org/0000-0001-9505-771X
NIMS Researchers Directory SAMURAI
Randy Jalem
Keyword
all solid state batteries
,
solid electrolytes
,
first-principles calculations
,
ab initio molecular dynamics siumulations
Date published
2026-03-06
Updated at
2026-07-10 16:38:15 +0900
Keyword
machine learning
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Journal article(53)
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