Sensor system modification
We returned to testing in the vineyard after more than four months. We replaced the configuration using a 2D laser scanner on the robot with a 3D scanner. We have also improved the sensor system with a camera, the image of which is processed by a neural network and it marks rows of vines in the image.
Autonomous robot navigation is more accurate in the vineyard now. The robot moves independently in the rows of vine and passes between them without human help. The goal is to deploy algorithms from previous development on the robot, such as object detection and bypassing an obstacles or path segmentation. Thus the robot would be able to avoid a collision or autonomously get to the starting point in the vineyard.