To ensure the safety and reliability of an echelon-use lithium-ion battery (EULIB), performance a EULIB is accurately reflected. This paper presents method estimating combined state energy (SOE) charge (SOC). First, aiming to improve accuracy SOE SOC estimation, third-order resistor-capacitance equivalent model (TRCEM) established. Second, long short-term memory (LSTM) introduced optimize Ohmic...