研究内容
- Keywords
Materials Chemistry, Solid State Physics, Electrode Process of Condensed Matters
出版物2004年以降のNIMS所属における研究成果や出版物を表示しています。
論文
- Ken Sakaushi, Watcharaporn Hoisang, Ryo Tamura. Human–Machine Collaboration for Accelerated Discovery of Promising Oxygen Evolution Electrocatalysts with On-Demand Elements. ACS Central Science. 9 [12] (2023) 2216-2224 10.1021/acscentsci.3c01009 Open Access
- Tomoaki Kumeda, Laura Laverdure, Karoliina Honkala, Marko M. Melander, Ken Sakaushi. Cations Determine the Mechanism and Selectivity of Alkaline Oxygen Reduction Reaction on Pt(111)**. Angewandte Chemie International Edition. 62 [51] (2023) e202312841 10.1002/anie.202312841 Open Access
- Ken Sakaushi, Andrey Lyalin, Tetsuya Taketsugu, Kohei Uosaki. Quantum-to-Classical Transition of Proton Transfer in Potential-Induced Dioxygen Reduction. Physical Review Letters. 121 [23] (2018) 236001 10.1103/physrevlett.121.236001
書籍
- SAKAUSHI, Ken. Two-Dimensional Organic and Hybrid Porous Frameworks as Novel Electronic Material Systems: Electronic Properties and Advanced En. Functional Organic and Hybrid Nanostructured Materials. Fabrication, Properties and Applications. , 2018, 419-444.
- SAKAUSHI, Ken. Engineering 2D Materials. Materials Nanoarchitectonics. , 2018, 155-164.
口頭発表
- SAKAUSHI, Ken. BEYOND HUMAN CAPABILITY: HUMAN-MACHINE COLLABORATION FOR ACCELERATED DISCOVERY OF ELECTROCHEMICAL WATER SPLITTING MATERIALS. The 11th International Workshop on Advanced Materials Science and Nanotechnology (IWAMSN 2024). 2024 招待講演
- SAKAUSHI, Ken, FANG, Lei, PENG, Wenqin, 林 繁信, XU, Yibin. Curated Literature Data versus High-Quality Experimental Data: A Consideration on Handling Electrochemical Data with Divergent Characteristics for Artificial Intelligence based Efficient Discovery of Promising Water-Splitting Electrocatalysts. Data-driven discovery in the chemical sciences Faraday Discussion. 2024 招待講演
- WANG, Miao, ISHII, Akimitsu, SAKAUSHI, Ken. Effective Prediction of Oxygen Evolution Electrocatalyst Degradation by A Data-Driven Approach. 75th Annual Meeting of the International Society of Electrochemistry. 2024
その他の文献
- Antonios M. Alvertis, William Barford, Susannah Bourne Worster, Irene Burghardt, Animesh Datta, Arend Dijkstra, Thomas Fay, Soumya Ghosh, Tobias Grünbaum, Scott Habershon, P. J. Hore, David Hutchinson, Srinivasan Iyengar, Alex R. Jones, Garth Jones, Ksenia Komarova, Joseph Lawrence, Jérémie Léonard, Yair Litman, Jonathan Mannouch, David Manolopoulos, Craig Martens, Manel Mondelo-Martell, David Picconi, Dave Plant, Ken Sakaushi, Maximilian A. C. Saller, Addison Schile, Gregory D. Scholes, Javier Segarra-Martí, Francesco Segatta, Alessandro Troisi, Graham Worth. Quantum coherence in complex environments: general discussion. FARADAY DISCUSSIONS. (2020) 168-201 10.1039/c9fd90076d
- Stuart C. Althorpe, Antonios M. Alvertis, William Barford, Raz L. Benson, Irene Burghardt, Samuele Giannini, Scott Habershon, Sharon Hammes-Schiffer, Sam Hay, Srinivasan Iyengar, Aaron Kelly, Ksenia Komarova, Joseph Lawrence, Yair Litman, Craig Martens, Reinhard J. Maurer, Dave Plant, Mariana Rossi, Ken Sakaushi, Addison Schile, Simone Sturniolo, David P. Tew, George Trenins, Graham Worth. Zero-point energy and tunnelling: general discussion. Faraday Discussions. 221 (2020) 478-500 10.1039/c9fd90075f
- 坂牛 健. 蓄電システムを最適化する充電池. 現代化学. (2018) 14
所属学会
日本化学会, 電気化学会, International Society of Electrochemistry
受賞履歴
- ACS Applied Materials & Interfaces Early Career Forum (The American Chemical Society) (2022)
- The Commendation by the Minister of Education, Culture, Sports, Science and Technology (MEXT), Young Scientist Award (MEXT) (2022)
- The CSJ Award for Young Chemist: 進歩賞 (The Chemical Society of Japan) (2021)
- Nanoscale Emerging Investigator (Royal Society of Chemistry) (2021)
- PCCP Emerging Investigator (Royal Society of Chemistry) (2020)
- PCCP Prize (Royal Society of Chemistry/Chemical Society of Japan) (2019)
- ISE Travel Award for Young Electrochemists (2016)
- Chemical Society of Japan Presentation Award (2016)
- Festkörperchemie2013 (2014)
- Max Planck Society Stipend (2013)
- German Academic Exchange Service (DAAD) Research Grant (2010)
外部資金獲得履歴
- JSPS KAKENHI Grant-in-Aid for Scientific Research (B) (2023)
- JST GteX Hydorgen Area Development of Innovative Water Electrolysis Systems for Green Hydrogen Production (2023)
- JSPS KAKENHI Challenging Research (Exploratory) (2021)
- MEXT Data Creation and Utilization Type Material Research and Development Project (member) (2021)
- JST MIRAI (Co-Investigator) (2021)
- JSPS KAKENHI Grant-in-Aid for Young Scientists (2019)
- JSPS KAKENHI Grant-in-Aid for Specially Promoted Research (Co-Investigator) (2019)
- TIA collaborative research program [Kakehashi] (2019)
- Japan Prize Foundation Research Grant (2018)
- JSPS KAKENHI Grant-in-Aid for Young Scientists (B) (2017)
- JSPS KAKENHI Grant-in-Aid for Research Activity start-up (2015)
エネルギー・環境材料研究センター
タイトル
データ駆動型電気化学材料設計
キーワード
物理電気化学，電極触媒材料，Power-to-X，Human-Machine Collaboration，電極過程科学
概要
● 背景：カーボンニュートラルを達成するための材料開発
● 社会ニーズ：大規模グリーン水素製造を達成するための電極材料
● 特徴：汎用元素・高活性・高耐久性で幅広い反応条件に対応した電極材料
● ポイント：実験・データ科学・理論が連携した新規材料の高速・高効率な探索と発見
● 従来技術における課題：目的特性を持つ材料の探索および最適化にかかる時間
● 成果：汎用元素の組合せによる目的特性の創出
新規性・独創性
● 独自性：データ駆動型手法（AI）を活用した高速・高効率な電極触媒材料探索
● 従来技術との比較：目的特性を持つ汎用元素型材料を高速・高効率で発見可能
● 従来技術との性能比較：数千個規模の候補材料の数％を検討すれば最適化された材料が得られる
内容
精密電気化学測定・理論計算・データ科学の連携による、高速・高効率な材料探索と発見。
まとめ
● 成果：AIと人の連携による高速・高効率材料探索のための方法論構築
● 実用化の可能性：次世代水電解装置向けの汎用元素型電極触媒の創製
● 今後達成したいこと：材料探索と反応機構解析が統合されたAIアルゴリズムの開発
この機能は所内限定です。
この機能は所内限定です。