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

https://mdr.nims.go.jp/datasets/8966d19a-5aae-4bf3-8add-95f616077439

## File

- [Angew Chem Int Ed - 2026 - Cheng - Accelerated Discovery‐to‐Unveiling of High‐Performance and Affordable Ammonia Electrode.pdf](https://mdr.nims.go.jp/filesets/20238fcc-a7b4-4d4e-80e1-00d84b9c34c8/download) ([Detail](https://mdr.nims.go.jp/filesets/20238fcc-a7b4-4d4e-80e1-00d84b9c34c8.md))

## Id

8966d19a-5aae-4bf3-8add-95f616077439

## Local identifier



## Visibility

open_to_public

## State

published

## Created at

2026-06-18T08:51:42.934429Z

## Updated at

2026-06-19T01:00:20.309022Z

## Published at

2026-06-19T03:25:06.207814Z

## Doi



## First published url

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

## Date published

2026-06-15

## Recorded date published

2026-6-15

## Resource type

journal_article

## Manuscript type

vor

## Collection



## Title

- title: Accelerated Discovery‐to‐Unveiling of High‐Performance and Affordable Ammonia
    Electrode Process by Human–Machine Collaboration Framework
  title_type: original
  lang: en

## Description

- 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.
  description_type: abstract
  lang: und

## Creator

- name: Yingying Cheng
  role: author
- name: Masaki Takeguchi
  role: author
  orcid: https://orcid.org/0000-0002-0282-6020
- name: Abraham Castro Garcia
  role: author
- name: Ken Sakaushi
  role: author
  orcid: https://orcid.org/0000-0003-4797-9087

## Contact agent



## Publisher

organization: National Institute for Materials Science
ror: https://ror.org/

## Managing organization



## Keyword

- subject: electrochemistry
  schema: not_defined

## Rights

- identifier: https://creativecommons.org/licenses/by-nc-nd/4.0/

## Other identifier(s)



## Data origin

- data_origin_type: other

## Embargo



## Journal

- title: Angewandte Chemie International Edition
  issn: '14337851'
  volume: '65'
  issue: '25'
  article_number: e2469199

## Conference



## Related item



## Funding

- identifier: JPMXP1122712807
  funder_name: MEXT
- identifier: " JPMJAP2421"
  funder_name: JST

## Instrument



## Instrument operator



## Instrument managing organization



## Measurement method



## Specimen



## Chemical composition



## Structure for specimen



## Structural feature for specimen



## Specific property for specimen



## Process for specimen treatment



## Computational method



## Energy level/transition state



## Software



## Custom property



## Fileset

- id: 20238fcc-a7b4-4d4e-80e1-00d84b9c34c8
  filename: Angew Chem Int Ed - 2026 - Cheng - Accelerated Discovery‐to‐Unveiling
    of High‐Performance and Affordable Ammonia Electrode.pdf
  content_type: application/pdf
  size: 3778830
  md5: be63d1e7a3c72d77132af2a6b499cfd4

## Thumbnail

fileset_id: 20238fcc-a7b4-4d4e-80e1-00d84b9c34c8
filename: Angew Chem Int Ed - 2026 - Cheng - Accelerated Discovery‐to‐Unveiling of
  High‐Performance and Affordable Ammonia Electrode.pdf