Ground search and rescue services are vital in urban and sub-urban areas. Rising accidents, emergencies, and disasters impacting urban dwellers and travelers necessitate these services. Incidents encompass natural disasters, fires, accidents, and missing persons due to medical conditions or other factors. Given dense populations and complex infrastructures, ground-based operations are essential for locating and aiding those affected.