Research questionHow can robots maintain reliable underground localization when smoke, dust, and self-similar corridors undermine vision and LiDAR?Smoke and dust remove visual cues and degrade LiDAR features, while long self-similar corridors provide weak geometric constraints that cause odometry drift.