In battery systems (such as EV batteries, energy storage stations, consumer electronics), malfunctions refer to abnormal states such as functional failure, performance deviation, safety anomalies, or communication interruption that occur during the operation of equipment or systems. These failures may affect the stability, safety, or availability of the system, and even lead to thermal runaway, explosion, or power outage accidents.

