Complex Analysis of the Efficiency of Difference Reflectance Indices on the Basis of 400–700 nm Wavelengths for Revealing the Influences of Water Shortage and Heating on Plant Seedlings
A drought, which can be often accompanied by increased temperature, is a key adverse factor for agricultural plants. Remote sensing of early plant changes under water shortage is a prospective way to improve plant cultivation; in particular, the sensing can be based on measurement of difference refl...
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doaj-b6699ad9a47f470ca6d2d1ebbaaa05dd2021-03-05T00:03:48ZengMDPI AGRemote Sensing2072-42922021-03-011396296210.3390/rs13050962Complex Analysis of the Efficiency of Difference Reflectance Indices on the Basis of 400–700 nm Wavelengths for Revealing the Influences of Water Shortage and Heating on Plant SeedlingsEkaterina Sukhova0Lyubov Yudina1Ekaterina Gromova2Anastasiia Ryabkova3Dmitry Kior4Vladimir Sukhov5Department of Biophysics, N.I. Lobachevsky State University of Nizhny Novgorod, 603950 Nizhny Novgorod, RussiaDepartment of Biophysics, N.I. Lobachevsky State University of Nizhny Novgorod, 603950 Nizhny Novgorod, RussiaDepartment of Biophysics, N.I. Lobachevsky State University of Nizhny Novgorod, 603950 Nizhny Novgorod, RussiaDepartment of Biophysics, N.I. Lobachevsky State University of Nizhny Novgorod, 603950 Nizhny Novgorod, RussiaDepartment of Biophysics, N.I. Lobachevsky State University of Nizhny Novgorod, 603950 Nizhny Novgorod, RussiaDepartment of Biophysics, N.I. Lobachevsky State University of Nizhny Novgorod, 603950 Nizhny Novgorod, RussiaA drought, which can be often accompanied by increased temperature, is a key adverse factor for agricultural plants. Remote sensing of early plant changes under water shortage is a prospective way to improve plant cultivation; in particular, the sensing can be based on measurement of difference reflectance indices (RIs). We complexly analyzed the efficiency of RIs based on 400–700 nm wavelengths for revealing the influences of water shortage and short-term heating on plant seedlings. We measured spectra of reflected light in leaves of pea, wheat, and pumpkin under control and stress conditions. All possible RIs in the 400–700 nm range were calculated, significances of differences between experimental and control indices were estimated, and heatmaps of the significances were constructed. It was shown that the water shortage (pea seedlings) changed absolute values of large quantity of calculated RIs. Absolute values of some RIs were significantly changed for 1–5 or 2–5 days of the water shortage; they were strongly correlated to the potential quantum yield of photosystem II and relative water content in leaves. In contrast, the short-term heating (pea, wheat, and pumpkin seedlings) mainly influenced light-induced changes in RIs. Our results show new RIs, which are potentially sensitive to the action of stressors.https://www.mdpi.com/2072-4292/13/5/962difference reflectance indicesstressor-induced changessignificance heatmapspeawheatpumpkin |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Ekaterina Sukhova Lyubov Yudina Ekaterina Gromova Anastasiia Ryabkova Dmitry Kior Vladimir Sukhov |
spellingShingle |
Ekaterina Sukhova Lyubov Yudina Ekaterina Gromova Anastasiia Ryabkova Dmitry Kior Vladimir Sukhov Complex Analysis of the Efficiency of Difference Reflectance Indices on the Basis of 400–700 nm Wavelengths for Revealing the Influences of Water Shortage and Heating on Plant Seedlings Remote Sensing difference reflectance indices stressor-induced changes significance heatmaps pea wheat pumpkin |
author_facet |
Ekaterina Sukhova Lyubov Yudina Ekaterina Gromova Anastasiia Ryabkova Dmitry Kior Vladimir Sukhov |
author_sort |
Ekaterina Sukhova |
title |
Complex Analysis of the Efficiency of Difference Reflectance Indices on the Basis of 400–700 nm Wavelengths for Revealing the Influences of Water Shortage and Heating on Plant Seedlings |
title_short |
Complex Analysis of the Efficiency of Difference Reflectance Indices on the Basis of 400–700 nm Wavelengths for Revealing the Influences of Water Shortage and Heating on Plant Seedlings |
title_full |
Complex Analysis of the Efficiency of Difference Reflectance Indices on the Basis of 400–700 nm Wavelengths for Revealing the Influences of Water Shortage and Heating on Plant Seedlings |
title_fullStr |
Complex Analysis of the Efficiency of Difference Reflectance Indices on the Basis of 400–700 nm Wavelengths for Revealing the Influences of Water Shortage and Heating on Plant Seedlings |
title_full_unstemmed |
Complex Analysis of the Efficiency of Difference Reflectance Indices on the Basis of 400–700 nm Wavelengths for Revealing the Influences of Water Shortage and Heating on Plant Seedlings |
title_sort |
complex analysis of the efficiency of difference reflectance indices on the basis of 400–700 nm wavelengths for revealing the influences of water shortage and heating on plant seedlings |
publisher |
MDPI AG |
series |
Remote Sensing |
issn |
2072-4292 |
publishDate |
2021-03-01 |
description |
A drought, which can be often accompanied by increased temperature, is a key adverse factor for agricultural plants. Remote sensing of early plant changes under water shortage is a prospective way to improve plant cultivation; in particular, the sensing can be based on measurement of difference reflectance indices (RIs). We complexly analyzed the efficiency of RIs based on 400–700 nm wavelengths for revealing the influences of water shortage and short-term heating on plant seedlings. We measured spectra of reflected light in leaves of pea, wheat, and pumpkin under control and stress conditions. All possible RIs in the 400–700 nm range were calculated, significances of differences between experimental and control indices were estimated, and heatmaps of the significances were constructed. It was shown that the water shortage (pea seedlings) changed absolute values of large quantity of calculated RIs. Absolute values of some RIs were significantly changed for 1–5 or 2–5 days of the water shortage; they were strongly correlated to the potential quantum yield of photosystem II and relative water content in leaves. In contrast, the short-term heating (pea, wheat, and pumpkin seedlings) mainly influenced light-induced changes in RIs. Our results show new RIs, which are potentially sensitive to the action of stressors. |
topic |
difference reflectance indices stressor-induced changes significance heatmaps pea wheat pumpkin |
url |
https://www.mdpi.com/2072-4292/13/5/962 |
work_keys_str_mv |
AT ekaterinasukhova complexanalysisoftheefficiencyofdifferencereflectanceindicesonthebasisof400700nmwavelengthsforrevealingtheinfluencesofwatershortageandheatingonplantseedlings AT lyubovyudina complexanalysisoftheefficiencyofdifferencereflectanceindicesonthebasisof400700nmwavelengthsforrevealingtheinfluencesofwatershortageandheatingonplantseedlings AT ekaterinagromova complexanalysisoftheefficiencyofdifferencereflectanceindicesonthebasisof400700nmwavelengthsforrevealingtheinfluencesofwatershortageandheatingonplantseedlings AT anastasiiaryabkova complexanalysisoftheefficiencyofdifferencereflectanceindicesonthebasisof400700nmwavelengthsforrevealingtheinfluencesofwatershortageandheatingonplantseedlings AT dmitrykior complexanalysisoftheefficiencyofdifferencereflectanceindicesonthebasisof400700nmwavelengthsforrevealingtheinfluencesofwatershortageandheatingonplantseedlings AT vladimirsukhov complexanalysisoftheefficiencyofdifferencereflectanceindicesonthebasisof400700nmwavelengthsforrevealingtheinfluencesofwatershortageandheatingonplantseedlings |
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