The Tradeoff behind Optimal 3-Fold (C,N)-Coordinated Single-Atom Catalysts

Abstract Single-atom catalysts have emerged as a powerful class of catalytic materials, maximizing atom efficiency through isolated metal centers. However, their design inherently relies on a delicate balance between stability and catalytic performance. In this work, we investigate this tradeoff by systematically analyzing trends in formation, adsorption, and reaction energy at the catalyst surface for the partial hydrogenation of butadiene. Our results reveal clear opposite relationships between these features: increasing the number of nitrogen neighbors (Ndop) enhances stability, whereas lower Ndop favors catalytic activity. Adsorption energies are shown to scale with the product Zm × Ndop, where Zm is the atomic number of the isolated metal. They also exhibit a weaker linear dependence on the catalyst d-states and HOMO-LUMO gap of the adsorbate. By extending this physically grounded model across the periodic table, we provide a framework for the rational optimization of single-atom catalysts through dedicated scoring functions.

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Publication Details

Journal
Nano Letters
Published
2026-09-18
DOI
https://doi.org/10.1021/acs.nanolett.6c02777
Primary Topic
Catalysis for Biomass Conversion
Type
article
Field-Weighted Citation Impact
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article

The Tradeoff behind Optimal 3-Fold (C,N)-Coordinated Single-Atom Catalysts

L. Piccolo, Florian Brix, Émilie Gaudry, Safouan Ziat et al.
Nano Letters
Catalysis for Biomass Conversion
article

The Tradeoff behind Optimal 3-Fold (C,N)-Coordinated Single-Atom Catalysts

L. Piccolo, Florian Brix, Émilie Gaudry, Safouan Ziat, Théo Bequet, Corentin Martinez
article en

Abstract

Abstract Single-atom catalysts have emerged as a powerful class of catalytic materials, maximizing atom efficiency through isolated metal centers. However, their design inherently relies on a delicate balance between stability and catalytic performance. In this work, we investigate this tradeoff by systematically analyzing trends in formation, adsorption, and reaction energy at the catalyst surface for the partial hydrogenation of butadiene. Our results reveal clear opposite relationships between these features: increasing the number of nitrogen neighbors (Ndop) enhances stability, whereas lower Ndop favors catalytic activity. Adsorption energies are shown to scale with the product Zm × Ndop, where Zm is the atomic number of the isolated metal. They also exhibit a weaker linear dependence on the catalyst d-states and HOMO-LUMO gap of the adsorbate. By extending this physically grounded model across the periodic table, we provide a framework for the rational optimization of single-atom catalysts through dedicated scoring functions.

Nano Letters
Université Claude Bernard Lyon 1 (FR), Centre National de la Recherche Scientifique (FR), Institut Jean Lamour (FR), Institut de Recherches sur la Catalyse et l'Environnement de Lyon (FR), Université de Lorraine (FR)
Affordable and clean energy
Openalex Percentile: Top 20%
Catalysis for Biomass Conversion
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The Tradeoff behind Optimal 3-Fold (C,N)-Coordinated Single-Atom Catalysts — L. Piccolo, Florian Brix, et al. · Nano Letters (2026) | TGRS Research Map | TGRS