Review
Open access
Sep 2026
Designing Vanadium‐Based Oxide Electrocatalysts for Water Splitting: Experimental and Mechanistic Insights with Machine Learning
This review offers a comprehensive and mechanistic analysis of the six principal modification strategies: lattice engineering, heteroatom doping, heterojunction and interface engineering, carbon‐based hybridization, morphology engineering, and surface reconstruction and pre‐catalyst design.
Y. El Issmaeli, Amina Lahrichi, Hoje Chun et al.
· Advanced Functional Material... · 0 citations