CPC H02J 7/005 (2020.01) [G01R 31/367 (2019.01); G01R 31/3835 (2019.01); G01R 31/392 (2019.01)] | 18 Claims |
1. A processor-implemented short circuit detection method, comprising:
obtaining, from a battery, battery data comprising a measured state of a charging cycle of the battery;
generating error information by applying of an estimation model to the battery data, wherein the error information corresponds to a difference between the battery data corresponding to a measured value and an estimated value of the estimation model;
performing an aging correction based on a first determined correlation between a state indicator corresponding to the generated error information and an aging threshold, and updating either one or both of the estimation model and the state indicator based on an aging state of the battery; and
detecting a short circuit of the battery based on a second determined correlation between a short circuit threshold and the state indicator,
wherein a sign of the short circuit threshold and a sign of the aging threshold are opposite signs, and
wherein the detecting of the short circuit improves micro-short-circuit (MSC) detection.
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