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Machine Learning-Based Experimental Design in Materials Science
Description/Abstract:
In materials design and discovery processes, optimal experimental design (OED) algorithms are getting more popular. OED is often modeled ...
Keyword:
Machine learning
,
Materials design
, and
Optimal experiment design
Resource Type:
Part of Book
Author:
Tsuda, Koji
and
Dieb, Thaer M.
Journal:
Nanoinformatics
Date Uploaded:
02/10/2020
Date Modified:
16/10/2020
Liquid electrolyte informatics using an exhaustive search with linear regression
Description/Abstract:
Exploring new liquid electrolyte materials is a fundamental target for developing new high-performance lithium-ion batteries. In contrast...
Keyword:
Gaussian09
,
Li-ion battery
,
materials informatics
,
molecules
,
organic solvents
, and
quantum chemistry calculations
Material/Specimen:
organic solvents
Resource Type:
Dataset
Data origin:
simulations
Author:
SODEYAMA, Keitaro
,
IGARASHI, Yasuhiko
,
NAKAYAMA, Tomofumi
,
TATEYAMA, Yoshitaka
, and
OKADA, Masato
Journal:
Physical Chemistry Chemical Physics
Date Uploaded:
09/09/2020
Date Modified:
30/06/2021
Leveraging Segmentation of Physical Units through a Newly Open Source Corpus
Description/Abstract:
The identification of physical measurements is a recurrent need in materials informatics (MI). For example, the extraction of superconduc...
Resource Type:
Dataset
Data origin:
informatics and data science
Author:
FOPPIANO, Luca
,
TANIFUJI, Mikiko
,
ISHII, Masashi
,
DIEB M. Thear
, and
SUZUKI, Akira
Date Uploaded:
25/10/2019
Date Modified:
15/06/2020
Leveraging Segmentation of Physical Units through a Newly Open Source Corpus
Description/Abstract:
The identification of physical measurements is a recurrent task in material informatics (MI). Quantities and units are contained in unstr...
Keyword:
measurements
,
physical quantities
,
quantities
, and
segmentation
Resource Type:
Presentation
Author:
SUZUKI, Akira
,
TANIFUJI, Mikiko
,
DIEB M. Thear
,
ISHII, Masashi
, and
FOPPIANO, Luca
Date Uploaded:
18/10/2019
Date Modified:
15/06/2020
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