Leakage currents and dielectric breakdown in battery systems pose safety risks and hardware damage. Detecting these faults ensures operational safety and prevents catastrophic electrical shorts.

Signal degradation and gain inconsistencies during multi-channel sampling prevent precise junction temperature readings. Resolving this ensures reliable power electronics protection and prevents premature component failure.

Inconsistent ambient data and sensor lag prevent precise internal temperature tracking. Accurate detection prevents thermal runaway and optimizes charging speed.

Thermal runaway and overcurrent events lead to catastrophic failure in motor controllers and vehicle electronics. Preventing these failures ensures operational safety and hardware longevity.