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Development, integration, and field evaluation of an autonomous citrus-harvesting robot

  • Chinese Academy of Agricultural Sciences
  • Harbin Institute of Technology

Research output: Contribution to journalArticlepeer-review

Abstract

Citrus harvesting is a labor-intensive and time-intensive task. As the global population continues to age, labor costs are increasing dramatically. Therefore, the citrus-harvesting robot has attracted considerable attention from the business and academic communities. However, robotic harvesting in unstructured and natural citrus orchards remains a challenge. This study aims to address some challenges faced in commercializing citrus-harvesting robots. We present a fully integrated, autonomous, and innovative solution for citrus-harvesting robots to overcome the harvesting difficulties derived from the natural growth characteristics of citrus. This solution uses a fused simultaneous localization and mapping algorithm based on multiple sensors to perform high-precision localization and navigation for the robot in the field orchard. Besides, a novel visual method for estimating fruit poses is proposed to cope with the randomization of citrus growth orientations. Further, a new end-effector is designed to improve the success and conformity rate of citrus stem cutting. Finally, a fully autonomous harvesting robot system has been developed and integrated. Field evaluations showed that the robot could harvest citrus continuously with an overall success rate of 87.2% and an average picking time of 10.9 s/fruit. These efforts provide a solid foundation for the future commercialization of citrus-harvesting robots.

Original languageEnglish
Pages (from-to)1363-1387
Number of pages25
JournalJournal of Field Robotics
Volume40
Issue number6
DOIs
StatePublished - Sep 2023

Keywords

  • agriculture robotics
  • citrus-harvesting robot
  • end-effector
  • navigation
  • pose estimation

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