Detection of significant wavelengths for identifying and classifying Fusarium oxysporum during the incubation period and water stress in Solanum lycopersicum plants using reflectance spectroscopy

IF 0.7 Q3 AGRONOMY Journal of Plant Protection Research Pub Date : 2023-03-22 DOI:10.24425/JPPR.2019.129290
Juan Carlos Sandoval Ortiz, L. H. Carvajal, V. Fernandez
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引用次数: 7

Abstract

Spectroscopy has become one of the most used non-invasive methods to detect plant diseases before symptoms are visible. In this study it was possible to characterize the spectral variation in leaves of Solanum lycopersicum L. infected with Fusarium oxysporum during the incubation period. It was also possible to identify the relevant specific wavelengths in the range of 380–1000 nm that can be used as spectral signatures for the detection and discrimination of vascular wilt in S. lycopersicum . It was observed that inoculated tomato plants increased their reflectance in the visible range (Vis) and decreased slowly in the near infrared range (NIR) measured during incubation, showing marked differences with plants subjected to water stress in the Vis/NIR. Additionally, three ranges were found in the spectrum related to infection by F. oxysporum (510–520 nm, 650–670 nm, 700–750 nm). Linear discriminant models on spectral reflectance data were able to differentiate between tomato varieties inoculated with F. oxysporum from healthy ones with accuracies higher than 70% 9 days after inoculation. The results showed the potential of reflectance spectroscopy to discriminate plants inoculated with F. oxysporum from healthy ones as well as those subjected to water stress in the incubation period of the disease.
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利用反射光谱法检测茄属植物在孵化期和水分胁迫下鉴定和分类尖孢镰刀菌的有效波长
光谱学已经成为在症状出现之前检测植物疾病的最常用的非侵入性方法之一。在本研究中,可以表征番茄叶片在孵化期间感染尖孢镰刀菌的光谱变化。还可以确定380–1000 nm范围内的相关特定波长,这些波长可作为检测和鉴别番茄枯萎病的光谱特征。据观察,接种的番茄植物在培养过程中测量的可见光范围(Vis)内反射率增加,在近红外范围(NIR)内反射率缓慢下降,在Vis/NIR中与受到水分胁迫的植物表现出显著差异。此外,在与尖孢镰刀菌感染相关的光谱中发现了三个范围(510–520 nm、650–670 nm、700–750 nm)。基于光谱反射率数据的线性判别模型能够区分接种了尖孢镰刀菌的番茄品种和接种后9天的健康番茄品种,准确率高于70%。结果表明,反射光谱法有可能区分接种尖孢镰刀菌的植物与健康植物以及在疾病潜伏期受到水分胁迫的植物。
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来源期刊
Journal of Plant Protection Research
Journal of Plant Protection Research Agricultural and Biological Sciences-Agronomy and Crop Science
CiteScore
2.10
自引率
9.10%
发文量
0
审稿时长
30 weeks
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