Smart catalytic sites meet future industry: What’s next?

Abstract Based on the understanding of traditional catalysts, the dynamic evolution of the catalytic process has been deeply reviewed, leading to a new perspective of “ s mart catalytic site ”. It is worth noting that the similarity between the dynamic change of catalytic sites and the natural evolution law was revealed. The “ smartly catalytic coupling system ”, owing to the environmental intelligence-response feature, was innovatively proposed. Meanwhile, this paper points out that the absolute intelligent catalysis is absent; however, constructing an intelligent catalytic system may require the surface catalytic sites supported on a self-optimizing substrate, variable reaction conditions, and an AI-assisted advanced reaction platform. This dynamic smart catalytic system is expected to automatically and rapidly adjust to certain human demands, precisely and efficiently meeting the future development trends. Besides, completely understanding the inter-crossed relationship among the micro-catalytic site evolution process, natural species macro-adaptability, and the dialectic involving the dynamic unity of opposites principle, is significant for scientific researchers’ worldview development.

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Publication Details

Journal
NPG Asia Materials
Published
2026-03-11
DOI
https://doi.org/10.1038/s41427-026-00635-w
Primary Topic
Machine Learning in Materials Science
Type
article
Field-Weighted Citation Impact
0.00

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article

Smart catalytic sites meet future industry: What’s next?

Liangcan He, Dong Fu, Limei Liu, Bingyuan Zeng et al.
NPG Asia Materials
Machine Learning in Materials Science
article

Smart catalytic sites meet future industry: What’s next?

Liangcan He, Dong Fu, Limei Liu, Bingyuan Zeng, Mengcheng Zhan, Qiuyue Ma, Lanzhi Mu, Kun Zhao, Jie Zhang
article en

Abstract

Abstract Based on the understanding of traditional catalysts, the dynamic evolution of the catalytic process has been deeply reviewed, leading to a new perspective of “ s mart catalytic site ”. It is worth noting that the similarity between the dynamic change of catalytic sites and the natural evolution law was revealed. The “ smartly catalytic coupling system ”, owing to the environmental intelligence-response feature, was innovatively proposed. Meanwhile, this paper points out that the absolute intelligent catalysis is absent; however, constructing an intelligent catalytic system may require the surface catalytic sites supported on a self-optimizing substrate, variable reaction conditions, and an AI-assisted advanced reaction platform. This dynamic smart catalytic system is expected to automatically and rapidly adjust to certain human demands, precisely and efficiently meeting the future development trends. Besides, completely understanding the inter-crossed relationship among the micro-catalytic site evolution process, natural species macro-adaptability, and the dialectic involving the dynamic unity of opposites principle, is significant for scientific researchers’ worldview development.

NPG Asia MaterialsVol. 18(1)
Queen's University Belfast (GB), North China Electric Power University (CN), Harbin Institute of Technology (CN)
Fundamental Research Funds for the Central Universities
Industry, innovation and infrastructure
Openalex Percentile: Top 28%
Machine Learning in Materials Science
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