3 papers
cond-mat.mtrl-sci2026
Bridging electrode preparation and electrocatalyst performance with physics-based causal AI
Evelyna Wang, Linda Hung, Sam Witty +2
State-of-the-art artificial intelligence (AI) and Machine-Learning (ML) tools have not yet enabled rapid design of next-generation materials. Detailed physical understanding of how…
cond-mat.mtrl-sci2025
Quantifying the reactivity of isolated LixSi domains in Si anodes using operando NMR
Evelyna Wang, Marco-Tulio F. Rodrigues, Baris Key
The use of Si anodes can greatly improve the energy density of Li-ion batteries. However, understanding and mitigation of calendar aging remains a barrier to commercialization. In…
cond-mat.mtrl-sci2025
Building high-energy silicon-containing batteries using off-the-shelf materials
Marco-Tulio F. Rodrigues, Stephen E. Trask, Alison R. Dunlop +16
The technology of silicon anodes appears to be reaching maturity, with high-energy Si cells already in pilot-scale production. However, the performance of these systems can be diff…