Robot dogs in police patrol scenes achieve autonomous navigation and target recognition in dynamic environments by integrating LiDAR and visual sensors. It can perform real-time analysis, sound and light warning, and data recording of abnormal behavior or threat sources, assisting police forces in completing regional inspections, monitoring key areas, and emergency response tasks, improving security efficiency and intelligence level.