Pushing the Limit of Human’s Capability: Joint Collaboration with Machines towards Accelerated Discovery of Advanced Electrochemical Materials and Unveiling Electrode Processes
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時間:2024年06月24日 (一) 15:00
主持人:田弘康 教授
講者:Prof. Ken SAKAUSHI
服務單位:National Institute for Materials Science (NIMS), Japan & University of Tsukuba, Japan
講題:Pushing the Limit of Human’s Capability: Joint Collaboration with Machines towards Accelerated Discovery of Advanced Electrochemical Materials and Unveiling Electrode Processes
地點:四樓創意講堂
摘要 :
Several decades are typically required to identify an optimized material for a specific device. This period, encompassing material discovery and trial-and-error-based optimization, is known to be a major lead time in the implementation of key technologies in our society. Thus, an approach that can significantly accelerate the discovery of materials with desirable functions is imperative. In recent years, a huge number of artificial intelligence (AI) based attempts have been made to speed up the process of finding materials with desired properties, to shorten this time-consuming step, and establish advanced devices more efficiently. This AI-based method is of particular interest for the advancement of water-splitting devices, where the oxygen evolution reaction (OER) electrocatalyst is a key material, to achieve carbon-neutrality. However, the electrochemical reaction is complex, and therefore a groundbreaking model study is necessary to improve the methodology for using AI in electrochemistry research in general.
Thus, aiming to tackle this issue, we developed a human-machine (AI) collaboration approach which can significantly shorten the development period of novel platinum-group-metal (PGM) free OER electrocatalysts with electrochemical properties comparable to those of PGM-based electrocatalysts. In the lecture, I will talk on the details on the experiment design of this Human-Machine Collaboration (HMA) and future directions.
These prospects on materials design based on HMA hold promise, not only in the pursuit of OER electrocatalysts demonstrating superior performance to PGM-based materials, as elucidated in the above study but also for dramatically enhancing material’s properties for other diverse applications. These applications may include rechargeable batteries, fuel cells, or electrochemical high-value chemical synthesis, but are not limited only to electrochemical devices. Consequently, it is my aspiration that this work could encourage scientists and engineers to harness the power of AI in material discovery, transcending the limitations of current human capabilities and thereby accelerating science and technology in the 21st century.
學經歷 :
A. Education
Ph.D. in Chemistry, Technische Universität Dresden, Germany, 2013
M.Sc. in Engineering, Keio University, Japan, 2010
B.Sc in Physics, Keio University, Japan, 2008
B. Professional Appointments
2024/04 – present, Team Leader of Electrochemical Energy Conversion Team, National Institute for Materials Science (NIMS), Japan
2022/04 – present, Associate Professor, University of Tsukuba, Japan
2021/04 – present, Principal Researcher, NIMS, Japan
2018/04 – 2021/03, Senior Researcher, NIMS, Japan
2015/04 – 2018/03, Researcher (Tenured), NIMS, Japan
2013/06 – 2015/03, Postdoctoral Fellow with Max Planck Society Stipend, Max Planck Institute of Colloids and Interfaces, Germany
2010/10 – 2013/05, DAAD Fellow, Leibniz Institute for Solid State and Materials Research Dresden, Germany
2009/05 – 2012/04, Visiting researcher, National Institute of Advanced Industrial Science and Technology, Japan
C. Awards and Honors
2023: 4th Japanese American German Frontier of Science Symposium by JSPS, National Academy of Science s USA and Alexander von Humboldt Foundation
2022: The Commendation by the Minister of Education, Culture, Sports, Science and Technology Young Young Scientist Award Award
2022: ACS Applied Materials & Interfaces Early Career Forum 2022 The American Chemical Society
2021: Nanoscale Emerging Investigator (The Royal Society of Chemistry)
2021: The Kao Research Award for Science (The Kao Foundation for Arts and Sciences)
2021: The CSJ Award for Young Chemist (The Chemical Society of Japan)
2020: PCCP Emerging Investigator The Royal Society of Chemistry
2019: PCCP Prize of the Royal Society of Chemistry / the Chemical Society of Japan
2018: The Japan Prize Foundation Research Grant
2018: 6th World Materials Institute Forum Early Career Scientist Summit
2016: Chemical Society of Japan Presentation Award 2016
2016: ISE Travel Award for Young Electrochemists (International Society of Electrochemistry)
2016: JSPS HOPE Fellow
2015: 8th HOPE Meeting with Noble Laureates, JSPS
2015: Japan Society for the Promotion of Science (JSPS) Postdoctoral Fellowship for Research Abroad
2014: Festkörperchemie2013 by German Chemical Society
2013: Max Planck Society Stipend
2010: German Academic Exchange Service (DAAD) Research Grant
2009: Keio Leading-edge Laboratory of Science & Technology Research Grant