Application of near infrared reflectance spectroscopy for rapid and non-destructive discrimination of hulled barley, naked barley, and wheat contaminated with Fusarium

  • Jongguk Lim
  • , Giyoung Kim
  • , Changyeun Mo
  • , Kyoungmin Oh
  • , Geonseob Kim
  • , Hyeonheui Ham
  • , Seongmin Kim*
  • , Moon S. Kim
  • *Corresponding author for this work

Research output: Contribution to journalJournal articlepeer-review

Abstract

Fusarium is a common fungal disease in grains that reduces the yield of barley and wheat. In this study, a near infrared reflectance spectroscopic technique was used with a statistical prediction model to rapidly and non-destructively discriminate grain samples contaminated with Fusarium. Reflectance spectra were acquired from hulled barley, naked barley, and wheat samples contaminated with Fusarium using near infrared reflectance (NIR) spectroscopy with a wavelength range of 1175-2170 nm. After measurement, the samples were cultured in a medium to discriminate contaminated samples. A partial least square discrimination analysis (PLS-DA) prediction model was developed using the acquired reflectance spectra and the culture results. The correct classification rate (CCR) of Fusarium for the hulled barley, naked barley, and wheat samples developed using raw spectra was 98% or higher. The accuracy of discrimination prediction improved when second and third-order derivative pretreatments were applied. The grains contaminated with Fusarium could be rapidly discriminated using spectroscopy technology and a PLS-DA discrimination model, and the potential of the non-destructive discrimination method could be verified.

Original languageEnglish
Article number113
JournalSensors
Volume18
Issue number1
DOIs
StatePublished - 2018.01.2

Keywords

  • Discrimination
  • Fusarium
  • Hulled barely
  • Naked barley
  • Near infrared
  • Wheat

Quacquarelli Symonds(QS) Subject Topics

  • Computer Science & Information Systems
  • Engineering - Electrical & Electronic
  • Engineering - Petroleum
  • Chemistry
  • Physics & Astronomy
  • Biological Sciences

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