By correcting the discharge current, discharge efficiency and the working temperature of the battery, the AC four-terminal method is used to detect the internal resistance of the battery, combined with the improved ampere-hour method and internal resistance method, based on PSO-LSSVM model, the online comprehensive evaluation method of the health state of the battery is put forward.