Index Catalog // MDR

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

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

Description/Abstract:: We implemented an active learning pipeline assisted by machine learning and Bayesian optimization (ALMLBO) for predicting magnetic proper...
Keyword:: Active learning, Machine learning, Bayesian Optimization, Nd-Fe-B magnet, Hot extrusion, Process, Coercivity, Remanence, Squareness, and Maximum energy product
Material/Specimen:: Anisotropic permanent magnets fabricated by hot extrusion using a commercial Nd14Fe76Co3.4B6Ga0.6 (at%) powder (MQU-F™)
Resource Type:: Dataset
Data origin:: experiments
Author:: Lambard, Guillaume, Sasaki, Taisuke, Sodeyama, Keitaro, Ohkubo, Tadakatsu, and Hono, Kazuhiro
Operator:: PRYTULIAK, Anastasiia and TOYOOKA, Yoshiya
Date Uploaded:: 11/05/2021
Date Modified:: 11/10/2021

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

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

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