학술논문

Building an Aerial–Ground Robotics System for Precision Farming: An Adaptable Solution
Document Type
Periodical
Source
IEEE Robotics & Automation Magazine IEEE Robot. Automat. Mag. Robotics & Automation Magazine, IEEE. 28(3):29-49 Sep, 2021
Subject
Robotics and Control Systems
Aerospace
Components, Circuits, Devices and Systems
Computing and Processing
Engineering Profession
General Topics for Engineers
Signal Processing and Analysis
Transportation
Power, Energy and Industry Applications
Agriculture
Robot kinematics
Cameras
Robot vision systems
Language
ISSN
1070-9932
1558-223X
Abstract
The application of autonomous robots in agriculture is gaining increasing popularity thanks to the high impact it may have on food security, sustainability, resource-use efficiency, reduction of chemical treatments, and optimization of human effort and yield. With this vision, the Flourish research project aimed to develop an adaptable robotic solution for precision farming that combines the aerial survey capabilities of small autonomous unmanned aerial vehicles (UAVs) with targeted intervention performed by multipurpose unmanned ground vehicles (UGVs). This article presents an overview of the scientific and technological advances and outcomes obtained in the project. We introduce multispectral-perception algorithms and aerial and ground-based systems developed to monitor crop density, weed pressure, and crop nitrogen (N)-nutrition status and to accurately classify and locate weeds. We then introduce the navigation and mapping systems tailored to our robots in the agricultural environment as well as the modules for collaborative mapping. We finally present the ground-intervention hardware, software solutions, and interfaces we implemented and tested in different field conditions and with different crops. We describe a real use case in which a UAV collaborates with a UGV to monitor the field and perform selective spraying without human intervention.