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