Online internal short circuit detection for a large format lithium ion battery

•Online internal short circuit (ISC) detection scheme for Li-ion battery is proposed.•The ISC detection algorithm is addressed from parameter estimation perspective.•The algorithm can detect early-ISC based on the voltage and temperature responses.•The algorithm can detect early ISC wherever the ISC location inside the battery is.