TY - JOUR
T1 - Technological advancements towards developing a robotic pruner for apple trees
T2 - A review
AU - Zahid, Azlan
AU - Mahmud, Md Sultan
AU - He, Long
AU - Heinemann, Paul
AU - Choi, Daeun
AU - Schupp, James
N1 - Funding Information:
This research was partially supported in part by the United States Department of Agriculture (USDA)’s National Institute of Food and Agriculture (NIFA) Federal Appropriations under PEN04653 and Accession No. 1016510. We also would like to give our special thanks for the support from Penn State College of Agricultural Sciences Stoy G. and Della E. Sunday program, USDA NIFA Specialty Crop Research Initiative Grant 2020-51181-32197, and Northeast Sustainable Agriculture Research and Education (SARE) Graduate Student Grant GNE19-225-33243.
Publisher Copyright:
© 2021 Elsevier B.V.
PY - 2021/10
Y1 - 2021/10
N2 - Automation and robotics have been widely applied in many agricultural operations; however, the production operations of apple trees are usually performed manually. Pruning is one of the most labor-intensive operations, accounting for about 20% of the total labor costs. Robotic pruning is a potential long-term solution to deal with the issue of labor shortages and associated high costs. In recent years, researchers have advanced technologies that could lead to the development of a robotic pruning system. However, numerous challenges are involved for successful adoption of robotic pruning technologies. This review highlighted the technological progress in the core components of a robotic pruner including machine vision, manipulator, end-effector, path planning, and obstacle avoidance; the challenges associated with the existing technologies; and potential solutions to the development of an automated pruning system. The review covers both scientific/research and commercial technologies developed for robotic tree pruning. The available literature related to all technological components of a robotic pruning system was reviewed in detail, and useful information was synthesized for presenting in the paper. Finally, the paper scrutinizes the challenges and potential future opportunities for developing a robotic pruning system for a sustainable apple production system.
AB - Automation and robotics have been widely applied in many agricultural operations; however, the production operations of apple trees are usually performed manually. Pruning is one of the most labor-intensive operations, accounting for about 20% of the total labor costs. Robotic pruning is a potential long-term solution to deal with the issue of labor shortages and associated high costs. In recent years, researchers have advanced technologies that could lead to the development of a robotic pruning system. However, numerous challenges are involved for successful adoption of robotic pruning technologies. This review highlighted the technological progress in the core components of a robotic pruner including machine vision, manipulator, end-effector, path planning, and obstacle avoidance; the challenges associated with the existing technologies; and potential solutions to the development of an automated pruning system. The review covers both scientific/research and commercial technologies developed for robotic tree pruning. The available literature related to all technological components of a robotic pruning system was reviewed in detail, and useful information was synthesized for presenting in the paper. Finally, the paper scrutinizes the challenges and potential future opportunities for developing a robotic pruning system for a sustainable apple production system.
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U2 - 10.1016/j.compag.2021.106383
DO - 10.1016/j.compag.2021.106383
M3 - Review article
AN - SCOPUS:85112309713
SN - 0168-1699
VL - 189
JO - Computers and Electronics in Agriculture
JF - Computers and Electronics in Agriculture
M1 - 106383
ER -