Generative AI finds 5 porous transition metal oxides capable of replacing lithium-ion with affordable, sustainable multivalent-ion batteries

https://www.eurekalert.org/news-releases/1093417

"using abundant elements like magnesium, calcium, aluminum, zinc whose larger size multivalent ions carry 2 or 3 positive charges enabling  significantly more energy storage... , making them highly attractive for future energy storage solutions... Crystal Diffusion Variational Autoencoder dual-AI approach/ finely tuned Large Language Model trained on vast datasets of known crystal structures... identifies thermodynamic stability for practical synthesis... rapid, scalable method explores advanced materials in many fields"

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