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Baskaran Kannan

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#graph neural networks Open access Sep 2026

Graph Neural Network‐Guided and Interpretable Discovery of Supercapacitor Electrode Materials

Discovering electrode materials that combine high capacitance, stability, conductivity, and practical synthesis remains a significant challenge for advancing supercapacitors beyond the energy‐density limits of traditional carbon‐based systems. Here, we introduce an AI‐driven framework integrating graph neural netwo...

Jeffin Kurian Mathews, Aaditya Sharma, Baskaran Kannan et al. · 0 citations
Review Aug 2026

A Review on the Application of Machine Learning in Nitrogen Reduction Reaction

A comprehensive account of ML applications in NRR, covering curated experimental databases, feature engineering based on atomic, structural, and DFT‐derived descriptors, and ML‐guided insights into single‐atom, dual‐atom, alloy, oxide, nitride, and defect‐engineered catalysts are presented.

Baskaran Kannan, Saranya Chandrasekaran, V. Sagadevan et al. · 0 citations

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