Muroga Shun

ムロガシュン | Muroga Shun

Affiliation and department：
Job title： Researcher

Research field (1)： Chemical reaction and process system engineering

Research keywords (14)： Materials Informatics , Process Informatics , Deep Learning , Machine Learning , Composite Materials , Carbon Nanotube , Polymer , Polymer Nanocomposite , Cellulose Nanofiber , Polymer Processing , Infrared Spectroscopy , Multivariate Analysis , Hyperspectral Imaging , Near-infrared Spectroscopy

Research theme for competitive and other funds (2)：

2022 - 2024 Machine Learning Descriptor Analysis for Complex Network Materials
2016 - 2019 近赤外分光法による三次元物性評価システムの開発

Papers (14)：

Shun Muroga, Satoshi Yamazaki, Koji Michishio, Hideaki Nakajima, Takahiro Morimoto, Nagayasu Oshima, Kazufumi Kobashi, Toshiya Okazaki. Tabular Two-Dimensional Correlation Analysis for Multifaceted Characterization Data. Applied spectroscopy. 2024. 37028241228865-37028241228865
Kazufumi Kobashi, Satoshi Yamazaki, Koji Michishio, Hideaki Nakajima, Shun Muroga, Takahiro Morimoto, Nagayasu Oshima, Toshiya Okazaki. Micro and macroscopic structure evolution of few-walled carbon nanotube bundled network by high temperature anneal. Carbon. 2023
Keiko Kojima, Miho Aizawa, Takahiro Yamamoto, Shun Muroga, Kazufumi Kobashi, Toshiya Okazaki. Liquid Crystalline Behaviors of Single-Walled Carbon Nanotubes in an Aqueous Sodium Cholate Dispersion. Langmuir. 2022
Takayuki Watanabe, Satoshi Yamazaki, Satoshi Yamashita, Takumi Inaba, Shun Muroga, Takahiro Morimoto, Kazufumi Kobashi, Toshiya Okazaki. Comprehensive Characterization of Structural, Electrical, and Mechanical Properties of Carbon Nanotube Yarns Produced by Various Spinning Methods. Nanomaterials (Basel, Switzerland). 2022. 12. 4
Taiyo Shimizu, Kazufumi Kobashi, Hideaki Nakajima, Shun Muroga, Takeo Yamada, Toshiya Okazaki, Kenji Hata. Supercapacitor Electrodes of Blended Carbon Nanotubes with Diverse Conductive Porous Structures Enabling High Charge/Discharge Rates. ACS Applied Energy Materials. 2021. 4. 9. 9712-9720

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MISC (18)：

Shun Muroga, Yasuaki Miki, Ryoichi Kishi, Shigeki Tomonoh, Ken Kokubo, Toshiya Okazaki, Kenji Hata, Masahiko Hayashi, Shun Wada, Yasuaki Watanabe, et al. Fabrication and Characterization of Highly Tough Multi-wall CNT/PEEK Nanocomposites. Seikei-Kakou. 2021. 33. 12. 438-440
Shun Muroga. Deep learning virtual experiments for complex materials with non-periodic, undefinable, hierarchical, tangible structures -Overcoming the limitations of conventional materials and process informatics-. Nature Portfolio Device and Materials Engineering Community, Behind the Paper. 2021
Shun Muroga. Trained models of Generative Adversarial Networks for Carbon Nanotube Hierarchical Structures. figshare. 2021
Hiroshi Morita, Takashi Honda, Shun Muroga, Hideaki Nakajima, Taiyo Shimizu, Kazufumi Kobashi, Toshiya Okazaki, Kenji Hata. Virtual Experiments of CNT Film Using Deep Learning. MEMBRANE. 2021. 46. 6. 353-358
Kazufumi Kobashi, Atsuko Sekiguchi, Takeo Yamada, Shun Muroga, Toshiya Okazaki. Application of Carbon Nanotubes Unravelled by Viscous Liquids. Journal of the Society of Powder Technology, Japan. 2020. 57. 8. 446-448

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Patents (1)：

Japanese Patent Application: Analytical Method for Polymeric Materials

Lectures and oral presentations (33)：

Dispersion Informatics Toward Rational Design of Polymer Processing
(Japan Society of Polymer Processing, Seikeikakou Symposia'21 2021)
(注目講演選定)不定形材料のマテリアルズ・プロセスインフォマティクスを実現する深層学習による仮想実験法の開発
(第82回応用物理学会秋季学術講演会 2021)
Machine learning assisted control of nanocarbon dispersion for optimal material and process design of electronics
(The 61st Fullerenes-Nanotubes-Graphene General Symposium (FNTG61) 2021)
CNT不織膜の仮想実験
(第70回高分子討論会 2021)
ディープラーニング×ポリマーコンポジット仮想実験の可能性
(プラスチック成形加工学会第32回年次大会 2021)

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Education (3)：

2016 - 2019 Kyoto University Graduate School of Engineering Ph. D. Course, Department of Chemical Engineering
2014 - 2016 Kyoto University Graduate School of Engineering Master Course, Department of Chemical Engineering
2010 - 2014 Kyoto University Faculty of Engineering Undergraduate School of Industrial Engineering

Professional career (3)：

Ph. D. (Engineering) (Kyoto University)
Master of Engineering (Kyoto University)
Bachelor of Engineering (Kyoto University)

Work history (5)：

2022/04 - 現在 National Institute of Advanced Industrial Science and Technology Nano Carbon Device Research Center Researcher
2019/04 - 2022/03 National Institute of Advanced Industrial Science and Technology CNT-Application Research Center Researcher
2016/04 - 2019/03 Japan Society for the Promotion of Science Research Fellow DC1
2018/04 - 2018/06 Imperial College London Department of Chemical Engineering
2014/08 - 2014/09 Technische Universität Dortmund Department of Biochemical and Chemical Engineering

Committee career (3)：

2019/01 - 現在プラスチック成形加工学会ナノセルロース・ナノカーボン複合材料専門委員会委員
2019/07 - 2020/06 Japan Society of Polymer Processing Committee of Autumn Annual Meeting of Japan Society of Polymer Processing
2014/06 - 2016/06 プラスチック成形加工学会運営支援委員

Awards (11)：

2021/11 - Japan Society of Polymer Processing Best Poster Award
2020/11 - The Society of Polymer Science, Japan Publicity Award at the 29th Polymer Material Forum
2017/06 - The International Conference on Advanced Vibrational Spectroscopy Best Poster Presentation Award
2017/04 - Kyoto University Honorable Mention of Chemical Engineering
2016/12 - Asian NIR Consortium Best Poster Award

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Association Membership(s) (3)：

THE JAPAN SOCIETY OF POLYMER PROCESSING , THE SOCIETY OF CHEMICAL ENGINEERS, JAPAN , 応用物理学会

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