Jia-Jun Zhang

Lightweight State of Charge Estimation Model Based on Multi-Timescale Feature Enhancement for Lithium-ion Batteries

Accurate state of charge estimation for lithium-ion batteries is severely challenged by multi-timescale coupling and wide temperature fluctuations. To resolve these issues, this paper introduces a feature-enhanced echo state network optimized via an improved sparrow search algorithm. A physics-inspired dual-reservoir...