Recent Progress in and Future Perspectives on High-Density Single-Atom Electrocatalysts

Abstract Single-atom catalysts (SACs) exhibit tremendous potential in electrocatalysis because of their high intrinsic activity and remarkable selectivity arising from their tunable electronic structures and maximal atom utilization. A high density of SACs is fundamental for enhancing the activity and durability during electrochemical reactions. In this review, we first summarize the leading strategies for the synthesis of metal single-atom electrocatalysts and the use of machine learning in the design and screening of SACs, with a focus on maximizing the metal loading through deliberate temperature control, followed by the application of such high-loading SACs to a range of important reactions in electrochemical energy technologies, such as the oxygen reduction reaction (ORR), H 2 O 2 electrosynthesis, the oxygen evolution reaction (OER), the hydrogen evolution reaction (HER), the carbon dioxide reduction reaction (CO 2 RR), the nitrate reduction reaction (NO 3 RR), and the reactions in lithium-sulfur batteries. The review concludes with a perspective highlighting the key challenges and future research directions in the development and application of high-density SACs. Graphical Abstract High-density metal sites are crucial for enhancing the performance of single-atom catalysts (SACs) during electrocatalytic reactions. This review systematically summarizes the principal synthesis strategies for high-density SACs, outlines the application of machine learning-assisted designing and screening SACs, and discusses their applications in electrocatalytic energy storage and conversion systems.

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Publication Details

Journal
Electrochemical Energy Reviews
Published
2025-12-01
DOI
https://doi.org/10.1007/s41918-025-00257-w
Citations
3
Primary Topic
Electrocatalysts for Energy Conversion
Type
article
Field-Weighted Citation Impact
1.09
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article

Recent Progress in and Future Perspectives on High-Density Single-Atom Electrocatalysts

Dingjie Pan, Xiaoping Ouyang, Ting He, Yifan Zhang et al.
3 citations
Electrochemical Energy Reviews
Electrocatalysts for Energy Conversion
1.09
article

Recent Progress in and Future Perspectives on High-Density Single-Atom Electrocatalysts

Dingjie Pan, Xiaoping Ouyang, Ting He, Yifan Zhang, Xiaojuan Wang, Shaowei Chen, Jing Chen
article en
3 citations

Abstract

Abstract Single-atom catalysts (SACs) exhibit tremendous potential in electrocatalysis because of their high intrinsic activity and remarkable selectivity arising from their tunable electronic structures and maximal atom utilization. A high density of SACs is fundamental for enhancing the activity and durability during electrochemical reactions. In this review, we first summarize the leading strategies for the synthesis of metal single-atom electrocatalysts and the use of machine learning in the design and screening of SACs, with a focus on maximizing the metal loading through deliberate temperature control, followed by the application of such high-loading SACs to a range of important reactions in electrochemical energy technologies, such as the oxygen reduction reaction (ORR), H 2 O 2 electrosynthesis, the oxygen evolution reaction (OER), the hydrogen evolution reaction (HER), the carbon dioxide reduction reaction (CO 2 RR), the nitrate reduction reaction (NO 3 RR), and the reactions in lithium-sulfur batteries. The review concludes with a perspective highlighting the key challenges and future research directions in the development and application of high-density SACs. Graphical Abstract High-density metal sites are crucial for enhancing the performance of single-atom catalysts (SACs) during electrocatalytic reactions. This review systematically summarizes the principal synthesis strategies for high-density SACs, outlines the application of machine learning-assisted designing and screening SACs, and discusses their applications in electrocatalytic energy storage and conversion systems.

Electrochemical Energy ReviewsVol. 8(1)
University of California, Santa Cruz (US), Xiangtan University (CN), University of South China (CN)
Openalex Percentile: Top 21%
Electrocatalysts for Energy Conversion
1.09
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