#Product Trends
When the Robot Starts Moving: Edge Al for Vision and Motion Control
Building reliable mobile robotics systems with rugged vision, motion control, and positioning at the edge.
As robots leave the factory floor and begin moving through warehouses, roads, and outdoor environments, the demands on edge AI change. A mobile system must interpret camera data in real time while staying connected to vehicle buses, actuators, and positioning sensors under vibration, variable power, and changing temperatures. This article examines the practical requirements behind reliable robot vision and motion control, from secure camera connections and synchronized multi-camera input to direct CAN and serial communication, electrical isolation, and RTK-assisted dead reckoning. It also compares how Estone’s NPC platforms support different mobile robotics scenarios, including high-performance multi-camera systems, compact network-camera designs, and lightweight wireless inspection robots. The result is a practical guide to choosing an edge AI platform that helps a robot see, decide, move, and maintain its position in the real world.
