Research keywords (5)：
Machine learning
, Research data
, Database
, Materials Informatics
, Thermoelectric materials
Research theme for competitive and other funds (3)：
2022 - 2025 大規模な実験的物性データを用いた結晶構造と物性との関係性解明
2020 - 2022 実験プロセスや試料構造の影響を考慮して物性値を予測する次世代MIの開発
2015 - 2017 新規Al系熱電材料の創製および熱電特性の評価
Papers (25)：
Yukari Katsura, Masaya Kumagai, Tomoya Mato, Yu Takada, Yuki Ando, Erina Fujita, Fumikazu Hosono, Eiji Koyama, Farhan Mudasar, Ton Nu Thanh Phuong, et al. Starrydata: from published plots to shared materials data. SCIENCE AND TECHNOLOGY OF ADVANCED MATERIALS-METHODS. 2025. 5. 1
Yifan Sun, Yuji Miyawaki, Masaya Kumagai, Shun Fujieda, Hiroaki Muta, Ken Kurosaki, Yuji Ohishi. Thermophysical characterization of UFe3B2 and USiNi: An experimental study. Journal of Nuclear Materials. 2024. 595. 155048-155048
Yifan Suna, Masaya Kumagai, Mingyu Jin, Eriko Sato, Masako Aoki, Yuji Ohishi, Ken Kurosaki. A multiclass classification model for predicting the thermal conductivity of uranium compounds. Journal of Nuclear Science and Technology. 2024. 61. 6. 778-788
Hirofumi Tsuruta, Yukari Katsura, Masaya Kumagai. DeepCrysTet: A Deep Learning Approach Using Tetrahedral Mesh for Predicting Properties of Crystalline Materials. Proceedings - 22nd IEEE International Conference on Machine Learning and Applications, ICMLA 2023. 2023. 152-157
Hirofumi Tsuruta, Masaya Kumagai. MatPROV: A Provenance Graph Dataset of Material Synthesis Extracted from Scientific Literature. 2025
Yifan Sun, Hirofumi Tsuruta, Masaya Kumagai, Ken Kurosaki. Topic Modeling and Sentiment Analysis on Japanese Online Media's Coverage of Nuclear Energy. JOURNAL OF NUCLEAR SCIENCE AND TECHNOLOGY. 2024. 62. 11. 1038-1050
2014 - 2017 Osaka University Graduate School of Engineering Division of Sustainable Energy and Environmental Engineering
2012 - 2014 Osaka University Graduate School of Engineering Division of Sustainable Energy and Environmental Engineering
2010 - 2012 National Institute of Technology (KOSEN), Maizuru College Advanced Faculty Electric and Control System Engineering Course
2005 - 2010 National Institute of Technology (KOSEN), Maizuru College Department of Control Engineering
Professional career (3)：
博士(工学) (大阪大学)
修士(工学) (大阪大学)
学士 (独立行政法人大学改革支援・学位授与機構)
Work history (4)：
2020/04 - 現在 Kyoto University Graduate School of Energy Science Department of Socio Environmental Energy Science
2017/06 - 現在 RIKEN Center for Advanced Intelligence Project
2017/04 - 現在 SAKURA internet Inc. Research Center
2015/04 - 2017/03 日本学術振興会 特別研究員DC2
Awards (2)：
2019/09 - The Thermoelectrics Society of Japan Poster Award
2019/06 - The International Thermoelectric Society (ITS) Poster Award Thermoelectric Material Design by Materials Informatics using Enormous Experimental Data on Starrydata
Association Membership(s) (5)：
Materials Research Society (MRS)
, 日本金属学会
, 応用物理学会
, Information Processing Society of Japan
, The Thermoelectrics Society of Japan
