2 papers
physics.chem-ph2025
A Hybrid Physics-Driven Neural Network Force Field for Liquid Electrolytes
Junmin Chen, Qian Gao, Yange Lin +6
Electrolyte design plays an important role in the development of lithium-ion batteries and sodium-ion batteries. Battery electrolytes feature a large design space composed of diffe…
cond-mat.mtrl-sci2025
Observation of dendrite formation at Li metal-electrolyte interface: A machine-learning enhanced constant potential framework
Taiping Hu, Haichao Huang, Guobing Zhou +8
Uncontrollable dendrites growth during electrochemical cycles leads to low Coulombic efficiency and critical safety issues in Li metal batteries. Hence, a comprehensive understandi…