With the rapid advancement of smart manufacturing and logistics automation, mobile robotics have found widespread applications in warehouse handling, inspection, and smart factory environments. In these applications, both the efficiency of drive systems and positioning accuracy directly impact overall operational energy consumption and work performance. Rotary encoders, serving as critical sensing components in motor control and feedback systems, deliver precise velocity and position information that enables controllers to make real-time adjustments.