Accelerated Discovery‐to‐Unveiling of High‐Performance and Affordable Ammonia Electrode Process by Human–Machine Collaboration Framework

formation whereas a weak binding leads to unfavorable reactions. Our work demonstrates that a comprehensive human-machine collaboration approach enables an accelerated discovery-to-unveiling of promising electrode processes, providing a feasible way to promote game-changing electrochemical technologies.

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Publication Details

Journal
Angewandte Chemie International Edition
Published
2026-05-01
DOI
https://doi.org/10.1002/anie.2469199
Primary Topic
Ammonia Synthesis and Nitrogen Reduction
Type
article
Field-Weighted Citation Impact
0.00
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article

Accelerated Discovery‐to‐Unveiling of High‐Performance and Affordable Ammonia Electrode Process by Human–Machine Collaboration Framework

Ken Sakaushi, Abraham Castro García, Masaki Takeguchi, Yingying Cheng
Angewandte Chemie International Edition
Ammonia Synthesis and Nitrogen Reduction
article

Accelerated Discovery‐to‐Unveiling of High‐Performance and Affordable Ammonia Electrode Process by Human–Machine Collaboration Framework

Ken Sakaushi, Abraham Castro García, Masaki Takeguchi, Yingying Cheng
article en

Abstract

formation whereas a weak binding leads to unfavorable reactions. Our work demonstrates that a comprehensive human-machine collaboration approach enables an accelerated discovery-to-unveiling of promising electrode processes, providing a feasible way to promote game-changing electrochemical technologies.

Angewandte Chemie International Edition
National Institute for Materials Science (JP)
Industry, innovation and infrastructure
Openalex Percentile: Top 18%
Ammonia Synthesis and Nitrogen Reduction
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