Haiqiang Yang

Frequency-decoupled dynamic graph learning with degradation prior for robust state-of-health estimation of lithium-ion batteries

State-of-health (SOH) estimation of lithium-ion batteries is critical for reliable battery management in energy storage systems, where SOH must be inferred from noisy multi-frequency health indicators under varying operating conditions. Existing methods often fail to decouple mul...