J-GLOBAL ID:201701008869198333   Update date: Feb. 01, 2024

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 (12):
  • 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
  • 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
  • Shun Muroga, Yu Takahashi, Yuta Hikima, Seisuke Ata, Sergei G. Kazarian, Masahiro Ohshima, Toshiya Okazaki, Kenji Hata. Novel Approaches to In-Situ ATR-FTIR Spectroscopy and Spectroscopic Imaging for Real-Time Simultaneous Monitoring Curing Reaction and Diffusion of the Curing Agent at Rubber Nanocomposite Surface. Polymers. 2021. 13. 17. 2879-2879
  • Kazufumi Kobashi, Yoko Iizumi, Shun Muroga, Takahiro Morimoto, Toshiya Okazaki. N2 Gas Adsorption Sites of Single-Walled Carbon Nanotube Bundles: Identifying Interstitial Channels at Very Low Relative Pressure. Langmuir. 2021. 37. 30. 9144-9150
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
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)
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):
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