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説明:

The electrochemical nitrate reduction reaction (eNO3RR) to ammonia (NH3) is a key for producing fuels during interstellar travel and an alternative to Haber−Bosch process. However, the complicated multi-electron/proton transfer electrode process of eNO3RR makes affordable electrocatalyst discovery and its mechanistic understanding challenging. Herein, we established a human-machine collaboration framework by employing dimensionally reduced reaction descriptors which enables an accelerated data-driven discovery-to-unveiling of unconventional and high-performance eNO3RR electrocatalysts with desirable element choice.

権利情報:

• Creative Commons BY-NC-ND Attribution-NonCommercial-NoDerivs 4.0 International
  

キーワード: electrochemistry

刊行年月日: 2026-06-15

出版者: National Institute for Materials Science

掲載誌:

• Angewandte Chemie International Edition (ISSN: 14337851) vol. 65 issue. 25 e2469199

研究助成金:

• MEXT JPMXP1122712807
• JST JPMJAP2421

原稿種別: 出版者版 (Version of record)

MDR DOI:

公開URL: https://doi.org/10.1002/anie.2469199

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更新時刻: 2026-06-19 10:00:20 +0900

MDRでの公開時刻: 2026-06-19 12:25:06 +0900