NMC, LFP, silicon anodes, fast charging physics, and the material science behind next-generation Li-ion cells.

NVP cathodes, hard carbon anodes, electrolyte formulation, full-cell optimization and commercialization challenges.

Capacity fade analysis, dQ/dV diagnostics, knee-point detection, post-mortem characterization, and lifetime prediction.

Solvent blends, salt selection, additives, SEI chemistry, high-temperature and low-temperature performance tradeoffs.

Oxide, sulfide, and polymer electrolytes. Interface challenges, stack pressure requirements, and manufacturing reality.

Public battery datasets, analysis methods, Python tools, and reproducible electrochemical data science.