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Yi-Ming Zhang

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Review Open access Jul 2026

Intelligent Computing for Future Layered Cathodes in Sodium-Ion Batteries.

Smart computing is steering layered cathode development from empirical trial-and-error toward demand-oriented rational design, highlighting how the "physics-constrained modeling- data-driven prediction-experimental feedback" loop addresses high-voltage stability, phase-transition control, and kinetic limitations, enabl...

Qing-Feng Liu, Zi-Tong Fei, Jin-Hua Shi et al. · 0 citations

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