272 citations · 281 across the 5 of their papers we have counts for
5 papers
PINN surrogate of Li-ion battery models for parameter inference. Part II: Regularization and application of the pseudo-2D model
Malik Hassanaly, Peter J. Weddle, Ryan N. King +6
Bayesian parameter inference is useful to improve Li-ion battery diagnostics and can help formulate battery aging models. However, it is computationally intensive and cannot be eas…
PINN surrogate of Li-ion battery models for parameter inference. Part I: Implementation and multi-fidelity hierarchies for the single-particle model
Malik Hassanaly, Peter J. Weddle, Ryan N. King +6
To plan and optimize energy storage demands that account for Li-ion battery aging dynamics, techniques need to be developed to diagnose battery internal states accurately and rapid…
Localized High-Concentration Electrolytes Get More Localized Through Micelle-Like Structures
Corey M. Efaw, Qisheng Wu, Ningshengjie Gao +15
Liquid electrolytes in batteries are typically treated as macroscopically homogeneous ionic transport media despite having complex chemical composition and atomistic solvation stru…
Principles of the Battery Data Genome
Logan Ward, Susan Babinec, Eric J. Dufek +24
Electrochemical energy storage is central to modern society -- from consumer electronics to electrified transportation and the power grid. It is no longer just a convenience but a…
Glassy Li Metal Anode for High-Performance Rechargeable Li Batteries
Xuefeng Wang, Gorakh Pawar, Yejing Li +11
Controlling nanostructure from molecular, crystal lattice to the electrode level remains as arts in practice, where nucleation and growth of the crystals still require more fundame…