Kilohertz Electrochemical Telemetry

10kHz cell-level impedance calculation extracting instantaneous overpotential and SEI film resistance to steer fast-charging current ceilings.

Anode Potential Observer Models

Physics-based neural state observers predict negative electrode potential in real time, preventing plating without requiring reference electrodes.

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