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将组织损伤与高光谱反射率关联用于果园苹果果实的无创监测

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

作者信息

Solovchenko Alexei, Dorokhov Alexei, Shurygin Boris, Nikolenko Alexandr, Velichko Vitaly, Smirnov Igor, Khort Dmitriy, Aksenov Aleksandr, Kuzin Andrey

机构信息

Michurin Federal Scientific Center, 393766 Michurinsk, Russia.

Faculty of Biology, Lomonosov Moscow State University, 119234 Moscow, Russia.

出版信息

Plants (Basel). 2021 Feb 5;10(2):310. doi: 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 = ( + ) - . Difficulties of the interpretation of fruit hyperspectral reflectance images recorded in situ are discussed with possible implications for plant physiology and precision horticulture practices.

摘要

反射光携带着关于植物生化组成、组织结构和生理状况的丰富信息。最近的技术进步为经济实惠的成像高光谱仪(IH)铺平了道路,这种仪器能够在从单个植物器官到群落的不同层面上提供有关植物的空间分辨光谱信息。由于植物组织和冠层光学的固有复杂性,从高光谱图像中提取有意义的信息很困难,尤其是在自然阳光照射下记录时。我们报告了健康苹果(品种利戈尔、嘎啦、金冠)果实中花青素积累以及日灼病发展和植物病原体攻击期间受色素分解影响的果实中高光谱反射率的变化。将使用快照式成像高光谱仪在户外进行的测量与在可控光照条件下用分光光度计测量的传统“点式”反射率进行了比较。成像高光谱仪捕获的光谱适用于使用先前为“点式”苹果果实和叶片反射率光谱开发的方法进行处理。通过构建一种用于在花青素吸收背景下检测组织损伤的新型指数mBRI(修正褐变反射率指数)来测试这种方法的有效性。该指数以mBRI =( + ) - 的形式给出。讨论了原位记录的果实高光谱反射率图像解释的困难及其对植物生理学和精准园艺实践的可能影响。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b405/7914439/75a366c18132/plants-10-00310-g001.jpg

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