Development of a sweet pepper harvesting robot
Autor: | Ola Ringdahl, Jos Balendonck, Jochen Hemming, Boaz Arad, Yael Edan, Polina Kurtser, R. Barth, Thomas Hellström, Bart van Tuijl, Ohad Ben-Shahar, Toon Tielen |
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Jazyk: | angličtina |
Rok vydání: | 2020 |
Předmět: |
0209 industrial biotechnology
Computer science motion control 02 engineering and technology Agricultural engineering computer vision 020901 industrial engineering & automation Pepper 0202 electrical engineering electronic engineering information engineering Six degrees of freedom agriculture robotics real-world conditions biology field test GTB Teelt & Gewasfysiologie A biology.organism_classification Computer Science Applications Robotic systems Robotteknik och automation Control and Systems Engineering GTB Tuinbouw Technologie Robot 020201 artificial intelligence & image processing Sweeper |
Zdroj: | Journal of Field Robotics 37 (2020) 6 Journal of Field Robotics, 37(6) |
ISSN: | 1556-4959 |
Popis: | This paper presents the development, testing and validation of SWEEPER, a robot for harvesting sweet pepper fruit in greenhouses. The robotic system includes a six degrees of freedom industrial arm equipped with a specially designed end effector, RGB-D camera, high-end computer with graphics processing unit, programmable logic controllers, other electronic equipment, and a small container to store harvested fruit. All is mounted on a cart that autonomously drives on pipe rails and concrete floor in the end-user environment. The overall operation of the harvesting robot is described along with details of the algorithms for fruit detection and localization, grasp pose estimation, and motion control. The main contributions of this paper are the integrated system design and its validation and extensive field testing in a commercial greenhouse for different varieties and growing conditions. A total of 262 fruits were involved in a 4-week long testing period. The average cycle time to harvest a fruit was 24âs. Logistics took approximately 50% of this time (7.8âs for discharge of fruit and 4.7âs for platform movements). Laboratory experiments have proven that the cycle time can be reduced to 15âs by running the robot manipulator at a higher speed. The harvest success rates were 61% for the best fit crop conditions and 18% in current crop conditions. This reveals the importance of finding the best fit crop conditions and crop varieties for successful robotic harvesting. The SWEEPER robot is the first sweet pepper harvesting robot to demonstrate this kind of performance in a commercial greenhouse. |
Databáze: | OpenAIRE |
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