Intermittent or hidden failure modes in high-voltage battery and storage circuits lead to system instability. Rapidly identifying these faults prevents catastrophic equipment failure and improves operational safety.

Standard testing methods fail to account for simultaneous aging across complex vehicle sensor arrays. Precise identification of hardware wear prevents catastrophic failure of safety-critical vision systems.