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Makale Tam Makale Uluslararası 2026 Açık erişimli

AI-powered autonomous spraying robot for precision orchard applications

Dilara Gerdan Koc, CANER KOÇ, Mustafa Çomaklı

Journal of Agricultural Engineering Cilt 57 · Sayı 1 · 23.01.2026
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Özet

In this study, an electric and autonomous orchard spraying robot, named OrcBOT, was developed, modeled, and prototyped for precision orchard spraying. The system integrates electrostatically charged nozzles with YOLOv5-based real-time canopy detection, enabling highly precise and variable-rate pesticide application through independent nozzle control. Spraying operations are coordinated using stereo cameras and RTK-GPS navigation, while nozzle activation is managed by a central electronic control unit based on canopy structure. The robot is capable of both remote-controlled and fully autonomous operation, with monitoring and control accessible via smartphone and tablet applications. Field trials conducted in apple orchards using food dye as a tracer demonstrated an average droplet size of 150-170 µm, classified as fine spray according to ASAE S572.1. Canopy coverage averaged 55%, reaching up to 57% under optimal operating conditions (2 bar, 1 km/h, 10 kV). These findings demonstrate the effectiveness of OrcBOT in fine pulverization applications and underline its potential as a sustainable and practical solution for precision orchard spraying.

Anahtar kelimeler

deep learning AI spraying autonomous robot canopy detection precision spraying

Atıf için künye

Koc, D. G., KOÇ, C., & Çomaklı, M. (2026). AI-powered autonomous spraying robot for precision orchard applications. Journal of Agricultural Engineering, 57(1). https://doi.org/10.4081/jae.2025.1766

BibTeX
@article{koc2026-291011,
  author = {Koc, Dilara Gerdan and KOÇ, CANER and Çomaklı, Mustafa},
  title = {AI-powered autonomous spraying robot for precision orchard applications},
  journal = {Journal of Agricultural Engineering},
  year = {2026},
  volume = {57},
  number = {1},
  issn = {1974-7071},
  doi = {10.4081/jae.2025.1766},
  url = {https://akademik.atauni.edu.tr/yayinlar/291011-ai-powered-autonomous-spraying-robot-for-precision-orchard-applications}
}