Inter-Site Coupling and Nonlinear Density–Activity Relationship in M–N–C Single-Atom Catalysts

Abstract

Metal-nitrogen-carbon (M-N-C) single-atom catalysts (SACs) exhibit outstanding catalytic performance in overall water splitting reactions. Currently, enhancing metal loading density is a promising strategy to improve catalytic efficiency; however, the intrinsic relationship between loading density-stability-catalytic activity remains unclear. In this study, we employed density functional theory (DFT) calculations to systematically explore the structure-performance relationships of MN4 catalysts across nine metal loading densities by linking inter-site distance with loading levels. Analysis of 234 MN4-X structures shows that structural stability initially increases significantly with decreasing loading density and then plateaus. Furthermore, modulating loading density tunes the adsorption strength of key intermediates, thereby altering reaction barriers. Specifically, IrN4 achieves optimal catalytic performance at loading densities of 0.040 at% and 0.014 at%, with ηHER = –0.30 V and ηOER = 0.40 V, respectively. This behavior is governed by orbital hybridization between intermediates and metal sites, alongside d-band center variations in the potential-determining step. Under high loading density, the MN4 moieties exhibit overlapping electronic structures (multi-site crossover state), whereas they gradually become isolated single-atom sites as loading decreases. The loading–activity relationship is non-monotonic, emphasizing the need for optimal density to maximize performance. This work highlights the critical role of metal loading density and provides a theoretical foundation for designing high-performance single-atom catalysts.

Supplementary files

Article information

Article type
Paper
Submitted
05 Dec 2025
Accepted
13 Apr 2026
First published
16 Apr 2026

J. Mater. Chem. A, 2026, Accepted Manuscript

Inter-Site Coupling and Nonlinear Density–Activity Relationship in M–N–C Single-Atom Catalysts

X. Chen, R. Shi, H. Cheng, T. Huang, T. Zhou, Q. Liu and T. He, J. Mater. Chem. A, 2026, Accepted Manuscript , DOI: 10.1039/D5TA09965J

To request permission to reproduce material from this article, please go to the Copyright Clearance Center request page.

If you are an author contributing to an RSC publication, you do not need to request permission provided correct acknowledgement is given.

If you are the author of this article, you do not need to request permission to reproduce figures and diagrams provided correct acknowledgement is given. If you want to reproduce the whole article in a third-party publication (excluding your thesis/dissertation for which permission is not required) please go to the Copyright Clearance Center request page.

Read more about how to correctly acknowledge RSC content.

Social activity

Spotlight

Advertisements