Vision-based monitoring of orchards with UAVs

dc.contributor.authorStefas, Nikolaos
dc.contributor.authorBayram, Haluk
dc.contributor.authorIsler, Volkan
dc.date.accessioned2025-05-10T19:49:05Z
dc.date.issued2019
dc.departmentİstanbul Medeniyet Üniversitesi
dc.description.abstractWe present an autonomous aerial system which can safely navigate inside the rows of an orchard for crop inspection, yield estimation and similar farm management tasks. Our operating environment has two practical constraints: GPS signal can be unreliable close to the ground and the trees can grow large branches that might block the robot's predetermined path. To address these challenges, we developed components for navigation, vision-based obstacle detection and avoidance and path planning for visual coverage. Results from a field demonstration in an apple orchard are presented showcasing the ability of our system to perform successful navigation and complete yield coverage of apple tree rows.
dc.description.sponsorshipNSF [1111638, 1525045]; MnDrive initiative
dc.description.sponsorshipThis work is supported in part by NSF Awards 1111638, 1525045 and the MnDrive initiative.The authors thank Professors Emily Hoover, Cindy Tong and James Luby from the Department of Horticultural Science, University of Minnesota for access to their orchards and useful discussions.
dc.identifier.doi10.1016/j.compag.2019.05.023
dc.identifier.issn0168-1699
dc.identifier.issn1872-7107
dc.identifier.scopus2-s2.0-85066955680
dc.identifier.scopusqualityQ1
dc.identifier.urihttps://doi.org/10.1016/j.compag.2019.05.023
dc.identifier.urihttps://hdl.handle.net/20.500.14730/11907
dc.identifier.volume163
dc.identifier.wosWOS:000481565800006
dc.identifier.wosqualityQ1
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherElsevier Sci Ltd
dc.relation.ispartofComputers and Electronics in Agriculture
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_WOS_20250302
dc.subjectVision-based navigation
dc.subjectUnmanned aerial vehicles
dc.subjectAgricultural robotics
dc.subjectDynamic obstacle avoidance
dc.titleVision-based monitoring of orchards with UAVs
dc.typeArticle

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