Determination of Leaf Relative Water Content of Two Genotypes of Sesame Using Visible and Near- Infrared (VIS/NIR) Spectrometry to Detect Drought Stress
Relative water content (RWC) in plants is one of the most important biochemical parameters and its deficiency limits efficiency of photosynthesis and crop productivity. The scientific reports on using spectroscopy in detecting drought stress for sesame plants are very rare. In this study, the possib...
| Main Authors: | , , , , |
|---|---|
| Format: | Article |
| Language: | fas |
| Published: |
Isfahan University of Technology
2022-09-01
|
| Series: | Tulīd va Farāvarī-i Maḥṣūlāt-i Zirā̒ī va Bāghī |
| Subjects: | |
| Online Access: | http://jcpp.iut.ac.ir/article-1-3168-en.html |
| _version_ | 1828176058910769152 |
|---|---|
| author | A. Khorsandi A. Hemmat S. A. Mireei P. Ehsanzadeh R. Amirfattahi |
| author_facet | A. Khorsandi A. Hemmat S. A. Mireei P. Ehsanzadeh R. Amirfattahi |
| author_sort | A. Khorsandi |
| collection | DOAJ |
| description | Relative water content (RWC) in plants is one of the most important biochemical parameters and its deficiency limits efficiency of photosynthesis and crop productivity. The scientific reports on using spectroscopy in detecting drought stress for sesame plants are very rare. In this study, the possibility of identifying water stress in two sensitive (Naz-Takshakhe) and resistant (Yekta) genotypes by predicting the RWC in sesame plants under water-stressed conditions using spectral indices was investigated. The developed spectral indices in the form of the ratio/difference of the reflectance derived from the leaf diffuse reflectance spectra, limited to the Visible-Near Infrared (Vis/NIR) region (400–1100 nm), were used. One hundred and fifty pots from each of the two genotypes were randomly divided into three equal groups. Pots were irrigated at soil water potential of −0.1 MPa (well-watered), −1.0 MPa (moderate-water stressed), and −1.5 MPa (severe-water stressed). The Vis/NIR spectra were then obtained from the leaves of each pot. Leaf RWC was also measured. In most cases, linear relationships between the RWC and the means of the three band reflectance spectra including: green (520 to 565 nm), red (580-760 nm) and near-infrared (760 to 900 nm), as well as normalized difference vegetation indices (NDVIs), and spectral ratios (SRs) extracted from the reflectance spectra were obtained. The results showed that the mean reflection of the red zone with the coefficients of determination of 0.80 and 0.78 and RMSE of 4.58 and 2.51, NDVI3 with the coefficients of determination of 0.80 and 0.79 and RMSE of 3.84 and 2.51, and also, SR with the coefficients of determination of 0.84 and 0.76 and RMSE of 3.40 and 2.66 for both “Yekta” and “Naz-Takshakhe” genotypes, respectively, provided the best results for predicting the RWC of the leaves. Therefore, the Vis/NIR spectroscopy is a fast, somewhat accurate and non-destructive method for detecting sesame water conditions. Under water-stressed conditions, more severe changes in the RWC of the “Yekta” genotype compared to “Naz-Takshakhe”, led to better performance of the reflectance spectral indices in estimating the RWC of the leaf in this genotype. The presented results can lead to the development of a reliable and portable tool for rapid and non-destructive detection of RWC of the sesame leaves. |
| first_indexed | 2024-04-12T04:36:33Z |
| format | Article |
| id | doaj.art-397b45d4c43b4ff1be6a49cbebcbd33f |
| institution | Directory Open Access Journal |
| issn | 2251-8517 |
| language | fas |
| last_indexed | 2024-04-12T04:36:33Z |
| publishDate | 2022-09-01 |
| publisher | Isfahan University of Technology |
| record_format | Article |
| series | Tulīd va Farāvarī-i Maḥṣūlāt-i Zirā̒ī va Bāghī |
| spelling | doaj.art-397b45d4c43b4ff1be6a49cbebcbd33f2022-12-22T03:47:46ZfasIsfahan University of TechnologyTulīd va Farāvarī-i Maḥṣūlāt-i Zirā̒ī va Bāghī2251-85172022-09-01122133147Determination of Leaf Relative Water Content of Two Genotypes of Sesame Using Visible and Near- Infrared (VIS/NIR) Spectrometry to Detect Drought StressA. Khorsandi0A. Hemmat1S. A. Mireei2P. Ehsanzadeh3R. Amirfattahi4 Isfahan University of Technology Isfahan University of Technology Isfahan University of Technology Isfahan University of Technology Isfahan University of Technology Relative water content (RWC) in plants is one of the most important biochemical parameters and its deficiency limits efficiency of photosynthesis and crop productivity. The scientific reports on using spectroscopy in detecting drought stress for sesame plants are very rare. In this study, the possibility of identifying water stress in two sensitive (Naz-Takshakhe) and resistant (Yekta) genotypes by predicting the RWC in sesame plants under water-stressed conditions using spectral indices was investigated. The developed spectral indices in the form of the ratio/difference of the reflectance derived from the leaf diffuse reflectance spectra, limited to the Visible-Near Infrared (Vis/NIR) region (400–1100 nm), were used. One hundred and fifty pots from each of the two genotypes were randomly divided into three equal groups. Pots were irrigated at soil water potential of −0.1 MPa (well-watered), −1.0 MPa (moderate-water stressed), and −1.5 MPa (severe-water stressed). The Vis/NIR spectra were then obtained from the leaves of each pot. Leaf RWC was also measured. In most cases, linear relationships between the RWC and the means of the three band reflectance spectra including: green (520 to 565 nm), red (580-760 nm) and near-infrared (760 to 900 nm), as well as normalized difference vegetation indices (NDVIs), and spectral ratios (SRs) extracted from the reflectance spectra were obtained. The results showed that the mean reflection of the red zone with the coefficients of determination of 0.80 and 0.78 and RMSE of 4.58 and 2.51, NDVI3 with the coefficients of determination of 0.80 and 0.79 and RMSE of 3.84 and 2.51, and also, SR with the coefficients of determination of 0.84 and 0.76 and RMSE of 3.40 and 2.66 for both “Yekta” and “Naz-Takshakhe” genotypes, respectively, provided the best results for predicting the RWC of the leaves. Therefore, the Vis/NIR spectroscopy is a fast, somewhat accurate and non-destructive method for detecting sesame water conditions. Under water-stressed conditions, more severe changes in the RWC of the “Yekta” genotype compared to “Naz-Takshakhe”, led to better performance of the reflectance spectral indices in estimating the RWC of the leaf in this genotype. The presented results can lead to the development of a reliable and portable tool for rapid and non-destructive detection of RWC of the sesame leaves.http://jcpp.iut.ac.ir/article-1-3168-en.htmlnormalized difference vegetation index (ndvi)simple ratio (sr)water stressvis/nir spectroscopydiffuse reflectance spectrum |
| spellingShingle | A. Khorsandi A. Hemmat S. A. Mireei P. Ehsanzadeh R. Amirfattahi Determination of Leaf Relative Water Content of Two Genotypes of Sesame Using Visible and Near- Infrared (VIS/NIR) Spectrometry to Detect Drought Stress Tulīd va Farāvarī-i Maḥṣūlāt-i Zirā̒ī va Bāghī normalized difference vegetation index (ndvi) simple ratio (sr) water stress vis/nir spectroscopy diffuse reflectance spectrum |
| title | Determination of Leaf Relative Water Content of Two Genotypes of Sesame Using Visible and Near- Infrared (VIS/NIR) Spectrometry to Detect Drought Stress |
| title_full | Determination of Leaf Relative Water Content of Two Genotypes of Sesame Using Visible and Near- Infrared (VIS/NIR) Spectrometry to Detect Drought Stress |
| title_fullStr | Determination of Leaf Relative Water Content of Two Genotypes of Sesame Using Visible and Near- Infrared (VIS/NIR) Spectrometry to Detect Drought Stress |
| title_full_unstemmed | Determination of Leaf Relative Water Content of Two Genotypes of Sesame Using Visible and Near- Infrared (VIS/NIR) Spectrometry to Detect Drought Stress |
| title_short | Determination of Leaf Relative Water Content of Two Genotypes of Sesame Using Visible and Near- Infrared (VIS/NIR) Spectrometry to Detect Drought Stress |
| title_sort | determination of leaf relative water content of two genotypes of sesame using visible and near infrared vis nir spectrometry to detect drought stress |
| topic | normalized difference vegetation index (ndvi) simple ratio (sr) water stress vis/nir spectroscopy diffuse reflectance spectrum |
| url | http://jcpp.iut.ac.ir/article-1-3168-en.html |
| work_keys_str_mv | AT akhorsandi determinationofleafrelativewatercontentoftwogenotypesofsesameusingvisibleandnearinfraredvisnirspectrometrytodetectdroughtstress AT ahemmat determinationofleafrelativewatercontentoftwogenotypesofsesameusingvisibleandnearinfraredvisnirspectrometrytodetectdroughtstress AT samireei determinationofleafrelativewatercontentoftwogenotypesofsesameusingvisibleandnearinfraredvisnirspectrometrytodetectdroughtstress AT pehsanzadeh determinationofleafrelativewatercontentoftwogenotypesofsesameusingvisibleandnearinfraredvisnirspectrometrytodetectdroughtstress AT ramirfattahi determinationofleafrelativewatercontentoftwogenotypesofsesameusingvisibleandnearinfraredvisnirspectrometrytodetectdroughtstress |