Time-Series of Vegetation Indices (VNIR/SWIR) Derived from Sentinel-2 (A/B) to Assess Turgor Pressure in Kiwifruit

被引:12
作者
Jopia, Alberto [1 ]
Zambrano, Francisco [1 ]
Perez-Martinez, Waldo [2 ]
Vidal-Paez, Paulina [2 ]
Molina, Julio [3 ]
de la Hoz Mardones, Felipe [4 ]
机构
[1] Univ Mayor, Fac Ciencias, Hemera Ctr Observac Tierra, Escuela Agron, Santiago 8580745, Chile
[2] Univ Mayor, Fac Ciencias, Hemera Ctr Observac Tierra, Escuela Ingn Forestal, Santiago 8580745, Chile
[3] Univ Mayor, Fac Ciencias, Escuela Agron, Santiago 8580745, Chile
[4] Ctr Especializado Riego, Liceo Agr El Carmen SNA Educa, San Fernando 3070000, Chile
关键词
turgor; Sentinel-2; vegetation spectral indices; kiwi; SWIR; NIR; time-series; LEAF OPTICAL-PROPERTIES; PLANT-BASED PROBE; WATER-STRESS; DROUGHT; MODIS; LANDSAT; REFLECTANCE; SENSITIVITY; PREDICTION; MOISTURE;
D O I
10.3390/ijgi9110641
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Simple Summary: Measures of plant water status on kiwifruit were evaluated using Sentinel-2 (A/B) for two seasons in Central Chile. For more than ten years, Central Chile has faced drought conditions, which impact crop production and quality, increasing food security risk. Under this scenario, implementing management practices that allow increasing water use efficiency is urgent. The study was carried out on kiwifruit trees, located in the O'Higgins region, Chile for season 2018-2019 and 2019-2020. We evaluate the time-series of nine vegetation indices in the VNIR and SWIR regions derived from Sentinel-2 (A/B) satellites to establish how much variability in the canopy water status there was. Over the study's site, eleven sensors were installed in five trees, which continuously measured the leaf's turgor pressure (Yara Water-Sensor). A strong Spearman's (rho) correlation between turgor pressure and vegetation indices was obtained, having -0.88 with EVI and -0.81 with GVMI for season 2018-2019, and lower correlation for season 2019-2020, reaching -0.65 with Rededge1 and -0.66 with EVI. However, the NIR range's indices were influenced by the vegetative development of the crop rather than its water status. The red-edge showed better performance as the vegetative growth did not affect it. It is necessary to expand the study to consider higher variability in kiwifruit's water conditions and incorporate the sensitivity of different wavelengths.
引用
收藏
页数:18
相关论文
共 76 条
[41]  
Misra A.K., 2014, CLIMATE CHANGE CHALL, V3, P153, DOI [10.1016/j.ijsbe.2014.04.006, DOI 10.1016/J.IJSBE.2014.04.006]
[42]   ESTIMATING CROP WATER-DEFICIT USING THE RELATION BETWEEN SURFACE-AIR TEMPERATURE AND SPECTRAL VEGETATION INDEX [J].
MORAN, MS ;
CLARKE, TR ;
INOUE, Y ;
VIDAL, A .
REMOTE SENSING OF ENVIRONMENT, 1994, 49 (03) :246-263
[43]  
Nobel PS, 2009, PHYSICOCHEMICAL AND ENVIRONMENTAL PLANT PHYSIOLOGY, 4TH EDITION, P1
[44]   Canopy nitrogen, carbon assimilation, and albedo in temperate and boreal forests: Functional relations and potential climate feedbacks [J].
Ollinger, S. V. ;
Richardson, A. D. ;
Martin, M. E. ;
Hollinger, D. Y. ;
Frolking, S. E. ;
Reich, P. B. ;
Plourde, L. C. ;
Katul, G. G. ;
Munger, J. W. ;
Oren, R. ;
Smithb, M. -L. ;
U, K. T. Paw ;
Bolstad, P. V. ;
Cook, B. D. ;
Day, M. C. ;
Martin, T. A. ;
Monson, R. K. ;
Schmid, H. P. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2008, 105 (49) :19336-19341
[45]   Exploring the relationships between reflectance and anatomical and biochemical properties in Quercus ilex leaves [J].
Ourcival, JM ;
Joffre, R ;
Rambal, S .
NEW PHYTOLOGIST, 1999, 143 (02) :351-364
[46]  
Pearson K, 1920, BIOMETRIKA, V13, P25, DOI 10.2307/2331722
[47]   THE REFLECTANCE AT THE 950-970 NM REGION AS AN INDICATOR OF PLANT WATER STATUS [J].
PENUELAS, J ;
FILELLA, I ;
BIEL, C ;
SERRANO, L ;
SAVE, R .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 1993, 14 (10) :1887-1905
[48]  
Pinder JE, 1999, PHOTOGRAMM ENG REM S, V65, P495
[49]  
Pratic S., 2021, MULTITEMPORAL ANAL S, P1650, DOI [10.1007/978-3-030-48279-4_155, DOI 10.1007/978-3-030-48279-4_155]
[50]  
R Core Team, 2020, R R PROJ STAT COMP