Yuxin Tu

Data-Driven State of Charge Estimation for Lithium-Ion Batteries Based on Polynomial Surface Fitting Under Dynamic Driving Cycles

Abstract The accurate estimation of state of charge (SOC) for lithium-ion batteries is critically important for battery management systems (BMS) in electric vehicles, yet it remains challenging under highly dynamic driving cycles due to strong nonlinearities, sensor noise, and mo...