Figure 1. Operational workflow of the compact autonomous weed removal robot. (a) Autonomous navigation and image acquisition along farm pathways. (b) Weed detection and robotic arm repositioning for laser targeting. (c) Precision alignment of the laser through angular mount adjustment. (d) AI-determined laser exposure duration for optimal weed removal.
Materials and methods