Inconsistent message formats and communication bus errors prevent reliable real-time monitoring of battery systems. Standardizing parsing and detection ensures critical failure signals are captured across vehicle subsystems.

Latent hardware malfunctions and system abnormalities in complex environments like rail transit or vehicles often go unnoticed until critical failure. Early identification of these faults prevents catastrophic system downtime and safety hazards.