The gas station robot uses multi-modal machine vision to analyze the fuel cap's color, shape, size, position, and opening method. It also determines the vehicle type and locates the fuel inlet before acting. The robotic system can open both inner and outer fuel caps, accurately insert the nozzle, and complete the refueling sequence. This recognition-based operation helps deliver repeatable fueling across different vehicles.