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latent-ode

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SamKhan32 / neural-ode-soc

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Neural ODE-based State of Charge (SOC) estimation for Li-ion batteries using the NASA Battery Dataset. Built as a weekend project to explore learned dynamics for battery modeling, with visualizations designed for engineering audiences.

python battery time-series jupyter jupyter-notebook regression pytorch dynamical-systems li-ion adjoint-method neural-ode torchdiffeq physics-informed scientific-ml soc-estimation state-of-charge nasa-battery-dataset battery-modeling latent-ode
  • Updated Mar 9, 2026
  • Python

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