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Linking Tissue Damage to Hyperspectral Reflectance for Non-Invasive Monitoring of Apple Fruit in Orchards.

Plants (Basel, Switzerland) · 5 Feb 2021 · 10.3390/plants10020310

Abstract

Reflected light carries ample information about the biochemical composition, tissue architecture, and physiological condition of plants. Recent technical progress has paved the way for affordable imaging hyperspectrometers (IH) providing spatially resolved spectral information on plants on different levels, from individual plant organs to communities. The extraction of sensible information from hyperspectral images is difficult due to inherent complexity of plant tissue and canopy optics, especially when recorded under ambient sunlight. We report on the changes in hyperspectral reflectance accompanying the accumulation of anthocyanins in healthy apple (cultivars Ligol, Gala, Golden Delicious) fruits as well as in fruits affected by pigment breakdown during sunscald development and phytopathogen attacks. The measurements made outdoors with a snapshot IH were compared with traditional "point-type" reflectance measured with a spectrophotometer under controlled illumination conditions. The spectra captured by the IH were suitable for processing using the approaches previously developed for "point-type" apple fruit and leaf reflectance spectra. The validity of this approach was tested by constructing a novel index mBRI (modified browning reflectance index) for detection of tissue damages on the background of the anthocyanin absorption. The index was suggested in the form of mBRI = ( R 640 -1 + R 800 -1 ) - R 678 -1 . Difficulties of the interpretation of fruit hyperspectral reflectance images recorded in situ are discussed with possible implications for plant physiology and precision horticulture practices.

Plant phenotyping relevance

リンゴ果実のハイパースペクトル画像から組織損傷を検出する指標を開発・検証しており、植物状態の取得手法が研究の中心である。

abstractThe validity of this approach was tested by constructing a novel index mBRI (modified browning reflectance index) for detection of tissue damages on the background of the anthocyanin absorption.
abstractThe measurements made outdoors with a snapshot IH were compared with traditional "point-type" reflectance measured with a spectrophotometer under controlled illumination conditions.

Code and data availability

保存済みの本文根拠を更新済みルールで再検証し、公開資産1件を確認しました。

Codepublic

The sampling of the spectral data and rendering of the index images have been carried out using Gelion, the original software for processing hyperspectral images ( https://github.com/AlexanderMipt/Gelion ).

Open resource ↗github.com/AlexanderMipt/Gelion · lines:105-152

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