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cond-mat.mtrl-sci2026
Physics-Informed and Knowledge-Driven Generative AI for Autonomous Discovery of Porous Oxide Energy Materials: Opportunities and Challenges
Dibakar Datta
The discovery of next-generation energy-storage materials is increasingly limited by the complexity of the underlying design problem rather than by computational capability alone.…
cond-mat.mtrl-sci2024
Generative AI for Discovering Porous Oxide Materials for Next-Generation Energy Storage
Joy Datta, Dibakar Datta, Amruth Nadimpally +1
The key challenge in advancing multivalent-ion batteries lies in finding suitable intercalation hosts. Open-tunnel oxides, featuring one-dimensional channels or nanopores, show pro…