Direct methods contain ampere-hour integration, open circuit voltage (OCV), and electrochemical impedance spectroscopy (EIS). Among the methods used for SOC estimation, the ampere-hour integration method can be very sensitive to the initial SOC, the OCV method requires the battery to be at rest ...