Lie Generator Networks learn the generator matrix of post-pulse relaxation dynamics to recover EIS-grade time constants and Nyquist spectra from 60-second data across multiple battery datasets and chemistries.
Comprehensive battery aging dataset: capacity and impedance fade measurements of a lithium-ion NMC/C-SiO cell,
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Lie Generator Networks Extract EIS-Grade Battery Diagnostics from Pulse Relaxation Data
Lie Generator Networks learn the generator matrix of post-pulse relaxation dynamics to recover EIS-grade time constants and Nyquist spectra from 60-second data across multiple battery datasets and chemistries.