Challenge
Night headlights, reflections, and electrical heat sources make risk detection unstable for ordinary vision models.
Focuses on early thermal runaway warnings and headlight suppression for more reliable station-level monitoring.

Night headlights, reflections, and electrical heat sources make risk detection unstable for ordinary vision models.
Uses multimodal signals, station-specific thresholds, and contextual logic to improve early warnings.
Each package highlights the benefits most relevant to its target sector.
Creates more intervention time for site operators.
Easier to replicate across multiple operating sites.
Can integrate with operator platforms, duty systems, and regulatory interfaces.
Scenario-specific indicators help enterprise and public-sector reviewers judge fit quickly.