In recent years, accidents such as spontaneous combustion and explosion have frequently occurred in the field of electrochemical energy storage, and thermal runaway caused by short-circuit faults in lithium-ion (Li. ••Diagnosis by comparing cosine similarity of two-dimensional parameter. Owing to their characteristics like long life, high energy density, and high power density, lithium (Li)–iron–phosphate batteries have been widely used in energy-storage power st. The external characteristics of an ISC fault in Li-ion batteries include two factors, namely, the continuous voltage drop on a long-term scale and abnormal temperature increase. These t. A review of the recent development in the mechanism, modeling, detection, and prevention of ISCs in Li-ion batteries was conducted by Lai et al. ISCs can be divided into slow. The ISC fault-diagnosis method based on state deviation highly depends on the reliability of the model. To address this issue, this study proposes an ISC fault-diagnosis metho.