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Yuma Iwasaki
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Improving efficiency of autonomous material search via transfer learning from nontarget properties
Description/Abstract:
Recently, autonomous material search methods combining machine learning and experiments/simulations have become indispensable for explori...
Keyword:
Machine learning
Resource Type:
Article
Author:
Jaekyun Hwang
and
Yuma Iwasaki
Journal:
Science and Technology of Advanced Materials: Methods
Date Uploaded:
27/10/2023
Efficient autonomous material search method combining ab initio calculations, autoencoder, and multi-objective Bayesian optimization
Description/Abstract:
Autonomous material search systems that combine ab initio calculations and Bayesian optimization are very promising for exploring huge ma...
Keyword:
Machine learning
,
ab-initio
, and
autonomous materials search
Resource Type:
Article
Author:
Yuma Iwasaki
,
Hwang Jaekyun
,
Yuya Sakuraba
,
Masato Kotsugi
, and
Yasuhiko Igarashi
Date Uploaded:
07/02/2023
Date Modified:
21/03/2024
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Publication
2
Keyword
Machine learning
2
ab-initio
1
autonomous materials search
1
Language
English
2
Publisher
Informa UK Limited
1
National Institute for Materials Science
1
Resource type
Article
2
Visibility
open
2
Rights Statement Sim
CC-BY-4.0
1
Creative Commons BY Attribution 4.0 International
1
Author
Yuma Iwasaki
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2
Hwang Jaekyun
1
Jaekyun Hwang
1
Masato Kotsugi
1
Yasuhiko Igarashi
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Journal
Science and Technology of Advanced Materials: Methods
1