A Generic ROS-Based Control Architecture for Pest Inspection and Treatment in Greenhouses Using a Mobile Manipulator

被引:21
|
作者
Martin, Jon [1 ]
Ansuategi, Ander [1 ]
Maurtua, Inaki [1 ]
Gutierrez, Aitor [1 ]
Obregon, David [2 ]
Casquero, Oskar [3 ]
Marcos, Marga [3 ]
机构
[1] Fdn Tekniker, Autonomous & Intelligent Syst Unit, Eibar 20600, Spain
[2] Ctr Tecnol CTC, Santander 39011, Spain
[3] Univ Basque Country, UPV EHU, Fac Engn, Syst Engn & Automat Control Dept, Bilbao 48940, Spain
基金
欧盟地平线“2020”;
关键词
Robots; Computer architecture; Greenhouses; Navigation; Task analysis; Robot sensing systems; Manipulators; Precision agriculture; robotic control architecture; mobile manipulator; pest detection and treatment; greenhouse; SYSTEM; FIELD;
D O I
10.1109/ACCESS.2021.3093978
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To meet the demands of a rising population greenhouses must face the challenge of producing more in a more efficient and sustainable way. Innovative mobile robotic solutions with flexible navigation and manipulation strategies can help monitor the field in real-time. Guided by Integrated Pest Management strategies, robots can perform early pest detection and selective treatment tasks autonomously. However, combining the different robotic skills is an error prone work that requires experience in many robotic fields, usually deriving on ad-hoc solutions that are not reusable in other contexts. This work presents Robotframework, a generic ROS-based architecture which can easily integrate different navigation, manipulation, perception, and high-decision modules leading to a faster and simplified development of new robotic applications. The architecture includes generic real-time data collection tools, diagnosis and error handling modules, and user-friendly interfaces. To demonstrate the benefits of combining and easily integrating different robotic skills using the architecture, two flexible manipulation strategies have been developed to enhance the pest detection in its early state and to perform targeted spraying in simulated and field commercial greenhouses. Besides, an additional use-case has been included to demonstrate the applicability of the architecture in other industrial contexts.
引用
收藏
页码:94981 / 94995
页数:15
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