Environmental variability and hardware limitations cause false positives or missed events in location-based triggers. Improving reliability ensures precise execution of automated workflows across diverse hardware environments.

Unreliable identification of physical obstructions and clearance limits within rail corridors. Improving detection precision prevents collisions and operational delays in autonomous transit.

Manual or slow ticket validation processes cause congestion at entry points. Streamlining verification reduces physical queuing and hardware idle time.