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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
Prediction and optimization of epoxy adhesive strength from a small dataset through active learning
Description/Abstract:
Machine learning is emerging as a powerful tool for the discovery of novel high-performance functional materials. However, experimental d...
Keyword:
Machine learning
,
active learning
, and
adhesive
Resource Type:
Article
Author:
Pruksawan, Sirawit
,
Lambard, Guillaume
,
Samitsu, Sadaki
,
Sodeyama, Keitaro
, and
Naito, Masanobu
Journal:
Science and Technology of Advanced Materials
Date Uploaded:
02/01/2021
Date Modified:
18/10/2022
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3
Keyword
Machine learning
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3
ab-initio
1
active learning
1
adhesive
1
autonomous materials search
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Language
English
3
Publisher
Informa UK Limited
1
National Institute for Materials Science
1
Taylor & Francis
1
Resource type
Article
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3
Visibility
open
3
Rights Statement Sim
Creative Commons BY Attribution 4.0 International
2
CC-BY-4.0
1
Date
2019
1
Author
Yuma Iwasaki
2
Hwang Jaekyun
1
Jaekyun Hwang
1
Lambard, Guillaume
1
Masato Kotsugi
1
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License
https://creativecommons.org/licenses/by/4.0/
1
Journal
Science and Technology of Advanced Materials
1
Science and Technology of Advanced Materials: Methods
1