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Author

Amina Lahrichi

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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. · 0 citations

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