Rational Design of Cluster-Modified MXene for Electrocatalytic High-Efficiency Hydrogen Evolution Reaction
Abstract
To enable efficient and cost-effective hydrogen production from water splitting, transition-metal clusters (TMCs) loaded on various functionalized Ti 2 CT 2 MXenes (TMCs/Ti 2 CT 2 ) are systematically investigated as potential electrocatalysts for the hydrogen evolution reaction (HER) using first-principles calculations. The results indicate that 24 optimal combinations of functional groups and TMCs (e.g., Te–Co, Te–Rh, and Se–Ir) are screened from 223 candidates, which exhibit favorable stability and even lower |Δ G H | than that of the noble-metal Pt benchmark (Δ G H = −0.09 eV). Crucially, the enhanced activity originates from the electronegativity match between functional groups and TMCs, which induces uniform valence states across the cluster sites and thereby optimizes the hydrogen binding strength. Furthermore, a machine-learning framework with high predictive accuracy ( R 2 = 0.89) is established to enable the rapid screening of TMCs/Ti 2 CT 2 and reveal the correlation between their structural properties and HER catalytic activity. These findings not only provide promising HER electrocatalyst candidates but also elucidate the electronic origins of catalytic activity, offering a rational design strategy for TMCs/Ti 2 CT 2 .
Fields of Study & Subjects
MXene and MAX Phase Materials
Electrocatalysts for Energy Conversion
Ammonia Synthesis and Nitrogen Reduction
Publication details
- Journal / source
- The Journal of Physical Chemistry C
- Publisher
- American Chemical Society (ACS)
- Volume
- 130
- Issue
- 6
- Pages
- 2212–2222
- Publication date
- 3 February 2026
- Language
- EN