Inconsistent data capture and tracking errors lead to unauthorized access or false rejection. Improving verification reliability ensures secure and seamless user authentication.

Temporal misalignment between distributed vehicle sensors and gateways. Eliminating timing offsets ensures coherent data fusion for safety-critical telemetry.

Inaccurate identification of equipment abnormalities or vehicle status leads to delayed safety interventions. Precise state determination prevents catastrophic system failure and reduces false alarm rates.