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Description:

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.

Rights:

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

Keyword: electrochemistry

Date published: 2026-06-15

Publisher: National Institute for Materials Science

Journal:

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

Funding:

• MEXT JPMXP1122712807
• JST JPMJAP2421

Manuscript type: Publisher's version (Version of record)

MDR DOI:

First published URL: https://doi.org/10.1002/anie.2469199

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Updated at: 2026-06-19 10:00:20 +0900

Published on MDR: 2026-06-19 12:25:06 +0900