Descriptor-Guided Isolated-Site Engineering Activates Layered V2O5 for Oxygen Evolution Catalysis
Abstract
This preprint reports a combined theoretical and experimental investigation of transition-metal-incorporated layered V2O5 as an oxygen evolution reaction (OER) electrocatalyst platform. Descriptor-guided density functional theory screening identifies Fe-, Mn-, and Co-embedded V2O5 monolayers as optimal candidates with minimized theoretical overpotentials governed by the Gibbs free-energy difference between key OER intermediates and the transition-metal d-band center. Guided by these insights, TM-incorporated V2O5 materials are synthesized and experimentally validated, with Co@V2O5 demonstrating enhanced catalytic activity, favorable charge-transfer kinetics, and operational durability in alkaline electrolyte. The work establishes isolated-site engineering in layered oxides as a practical strategy linking electronic-structure descriptors to experimentally accessible catalytic motifs for efficient, earth-abundant OER catalysts.
Fields of Study & Subjects
Electrocatalysts for Energy Conversion
Machine Learning in Materials Science
CO2 Reduction Techniques and Catalysts
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 2 February 2026
- Language
- EN
- Document type
- Preprint