Issue 20, 2025

Breaking the Brønsted–Evans–Polanyi relationship in N2 adsorption driven by potential-dependent repositioning of frontier orbitals: a sweet marriage of machine learning-assisted screening and the electric double-layer effect

Abstract

The discovery of metal–N4 as a promising catalytic center has sparked great interest in single-atom catalysts for nitrogen reduction (NRR), but their poor activity and low selectivity remain far below industrial requirements. By integrating density functional theory and machine learning, we conducted an upgrade prediction for targeted NRR electrocatalysts on g-C16N5 featuring the local coordination of TM–N4, with Mo@g-C16N5 standing out. The introduction of H+ ligand facilitates a synergistic intermediate (*NH2 + *H), resultant interactions further lower the free energy barrier, as clarified by density of states and crystal orbital analysis. Using the constant-potential method combined with an implicit solvent model, we find that the electric double-layer capacitance is instrumental in modulating the kinetic barrier. The intricate modulation of frontier orbitals under varying electrochemical potentials provided direct support for the shifts in the Fermi level and refined reconfigurations of d-occupation, thereby highlighting the elegant synergy between the discretized atomic d-orbitals and the continuous electronic bands of g-C16N5. The influence of these shifts on N2 adsorption energies uncovers a captivating inversion under negative electrochemical potentials, driven by the pivotal role of the dxy and dx2y2 orbitals in stabilizing the N2-π* orbitals.

Graphical abstract: Breaking the Brønsted–Evans–Polanyi relationship in N2 adsorption driven by potential-dependent repositioning of frontier orbitals: a sweet marriage of machine learning-assisted screening and the electric double-layer effect

Supplementary files

Transparent peer review

To support increased transparency, we offer authors the option to publish the peer review history alongside their article.

View this article’s peer review history

Article information

Article type
Paper
Submitted
28 Dec 2024
Accepted
01 Apr 2025
First published
17 Apr 2025

J. Mater. Chem. A, 2025,13, 15002-15015

Breaking the Brønsted–Evans–Polanyi relationship in N2 adsorption driven by potential-dependent repositioning of frontier orbitals: a sweet marriage of machine learning-assisted screening and the electric double-layer effect

Y. Lu, N. Guo, Q. Zhang, Z. Hu, C. Shi, W. Hao, Y. Song, Q. Zhou and J. Mu, J. Mater. Chem. A, 2025, 13, 15002 DOI: 10.1039/D4TA09221J

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