Monitoring of plant diseases caused by Fusarium commune and Rhizoctonia solani in bok choy using hyperspectral remote sensing and machine learning.

Journal: Pest management science
PMID:

Abstract

BACKGROUND: Local vegetable production is susceptible to various fungal pathogens, the most common and lethal of which are Fusarium commune and Rhizoctonia solani. Early detection of these pathogens is challenging, and by the time visual symptoms appear, the pathogens may have already spread extensively, causing massive damage to the production. In this study, we explored the use of hyperspectral data for early detection of diseases caused by F. commune or R. solani in bok choy Brassica rapa subsp. chinensis by collecting hyperspectral data from healthy plants and plants inoculated with either fungal pathogen in a controlled experimental set-up.

Authors

  • Derrick Hoang Danh Nguyen
    Plant Science and Health Branch, Horticulture and Community Division, National Parks Board, Singapore.
  • Arinah Jing Hui Tan
    Plant Science and Health Branch, Horticulture and Community Division, National Parks Board, Singapore.
  • Ronjin Lee
    Plant Science and Health Branch, Horticulture and Community Division, National Parks Board, Singapore.
  • Wei Feng Lim
    Plant Science and Health Branch, Horticulture and Community Division, National Parks Board, Singapore.
  • Jia Yih Wong
    Plant Science and Health Branch, Horticulture and Community Division, National Parks Board, Singapore.
  • Fadhlina Suhaimi
    Urban Food Solutions Division, Singapore Food Agency, Singapore.