State-of-charge estimation of lithium-ion batteries from a gas-liquid dynamics model including the direct temperature input

•An improving battery model is proposed based on the gas-liquid dynamics system.•This model avoids using temperature correction coefficient or empirical formula.•Strong robustness against the incorrect initial input values.•This model has strong robustness against the sparse sampling.