Vegetation indices and NIR-SWIR spectral bands as a phenotyping tool for water status determination in soybean

被引:35
作者
Braga, P. [1 ]
Crusiol, L. G. T. [2 ]
Nanni, M. R. [2 ]
Caranhato, A. L. H. [3 ]
Fuhrmann, M. B. [3 ]
Nepomuceno, A. L. [4 ]
Neumaier, N. [4 ]
Farias, J. R. B. [4 ]
Koltun, A. [2 ]
Goncalves, L. S. A. [1 ]
Mertz-Henning, L. M. [4 ]
机构
[1] Univ Estadual Londrina UEL, Agron Dept, Ecophysiol & Agr Biotechnol Lab, Rodovia Celso Garcia Cid,Pr 445, BR-86050900 Londrina, Parana, Brazil
[2] Univ Estadual Maringa UEM, Agron Dept, Av Colombo 5790, BR-87029900 Maringa, Parana, Brazil
[3] Univ Estadual Londrina UEL, Biol Dept, Rodovia Celso Garcia Cid,Pr 445,Km 380, BR-86050900 Londrina, Parana, Brazil
[4] Embrapa Soja, Rod Carlos Joao Strass S-N, BR-86001970 Londrina, Parana, Brazil
关键词
Glycine max; Drought; High-throughput phenotyping; Remote sensing; DROUGHT RESISTANCE; TOLERANCE; CORN;
D O I
10.1007/s11119-020-09740-4
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
Drought is one of the main limiting factors of soybean production. The great deal of time and effort that current available phenotyping methods demand hampers the selection of tolerant genotypes. Therefore, the development of techniques capable of determining the water status of plants in a fast and practical way may improve the ability to distinguish genotypes under water deficit conditions. The aim of this study was to correlate physiological variables such as relative water content and gas exchange measurements, with vegetation indices (VIs) and spectral bands in order to optimize tools for plant phenotyping. Two trials were carried out, one in a climatic chamber and one in the field. The soybean genotypes were submitted to water deficit and control (irrigated) conditions. The variables measured were relative water content, leaf temperature, photosynthesis, transpiration, stomatal conductance and internal CO(2)content. The VIs NDWI(1000-1600), NDWI(1000-2300), NMDI, MSI and the spectral bands SWIR1600, SWIR2300, rho 1440, rho 1920, rho 1440+rho 1920, rho 1920-rho 1440 and SWIR-rho 1440 were obtained using a hyperspectral sensor. According to the results, the physiological measurements, the VIs and the spectral bands were able to differentiate the water conditions to which the genotypes were submitted and, in some cases, the indices and bands were more sensitive than the physiological measures to detect genotype effect. All indices and bands were efficient in determining the water status of soybean plants. However, the SWIR indices were the most sensitive, allowing the differentiation of a greater number of genotypes with high accuracy.
引用
收藏
页码:249 / 266
页数:18
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