Saturation;
Vegetation indices;
Green Leaf Area Index;
Biomass;
LEAF-AREA INDEX;
BIOPHYSICAL VARIABLES;
SPECTRAL BANDS;
HYPERION DATA;
GREEN LAI;
RED;
D O I:
10.1007/s41324-020-00339-5
中图分类号:
TP7 [遥感技术];
学科分类号:
081102 ;
0816 ;
081602 ;
083002 ;
1404 ;
摘要:
The saturation property of vegetation indices posed a known limitation and this study was motivated to understand the saturation property of three widely used vegetation indices in mixed crop-forest ecosystem where limited knowledge existed. Normalized Difference Vegetation Index (NDVI), Simple Ratio Index (SRI) and Transformed Vegetation Index (TVI) were computed from sentinel-2 bands and; variations among bands and among vegetation indices were evaluated. The study employed green Leaf Area Index (gLAI) Version 1 product, derived from PROBA-V daily data for discriminating the saturation property of the indices. Although the study applied various methods of image preprocessing and processing, best curve fitting and correlation analysis were the key ones. The three vegetation indices: NDVI, SRI, and TVI computed from sentinel-2 bands: four (red) and five (red edge) coupled with bands 8 and 8a showed some levels of saturation. Nonetheless, TVI computed from bands 8a and 4 is the best outperforming combination, i.e., the least saturated one and it is an interesting output in a sense that a single index with significantly lower values of noise equivalent green Leaf Area Index as well as having strong association with gLAI is obtained that could be very useful for quantification of gLAI in similar ecosystems. For the rest of the bands and vegetation indices combination of the indices via setting thresholds could be one possible solution.
机构:
Stellenbosch Univ, Dept Bot & Zool, Stellenbosch, South AfricaStellenbosch Univ, Dept Bot & Zool, Stellenbosch, South Africa
Maluleke, Amukelani
Feig, Gregor
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机构:
South African Environm Observat Network, Pretoria, South Africa
Univ Pretoria, Dept Geog Geoinformat & Meteorol, Pretoria, South AfricaStellenbosch Univ, Dept Bot & Zool, Stellenbosch, South Africa
Feig, Gregor
Bruemmer, Christian
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机构:
Thunen Inst Climate Smart Agr, Braunschweig, GermanyStellenbosch Univ, Dept Bot & Zool, Stellenbosch, South Africa
Bruemmer, Christian
Rybchak, Oksana
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机构:
Thunen Inst Climate Smart Agr, Braunschweig, GermanyStellenbosch Univ, Dept Bot & Zool, Stellenbosch, South Africa
机构:
INRAE, UMR G EAU, F-34090 Montpellier, FranceUniv Montpellier, French Natl Inst Agr Food Environm, AgroParisTech, UMR TETIS,INRAE, 500 Rue Francois Breton, F-34093 Montpellier 5, France
Cheviron, Bruno
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机构:
Baghdadi, Nicolas
Lo, Madiop
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机构:
INRAE, UMR G EAU, F-34090 Montpellier, FranceUniv Montpellier, French Natl Inst Agr Food Environm, AgroParisTech, UMR TETIS,INRAE, 500 Rue Francois Breton, F-34093 Montpellier 5, France
Lo, Madiop
Courault, Dominique
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机构:
Avignon Univ, INRAE, UMR 1114, Domaine StPaul,EMMAH, F-84914 Avignon, FranceUniv Montpellier, French Natl Inst Agr Food Environm, AgroParisTech, UMR TETIS,INRAE, 500 Rue Francois Breton, F-34093 Montpellier 5, France
Courault, Dominique
Zribi, Mehrez
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机构:
Univ Toulouse, CESBIO, CNES, CNRS,INRAE,IRD,UPS, F-31400 Toulouse, FranceUniv Montpellier, French Natl Inst Agr Food Environm, AgroParisTech, UMR TETIS,INRAE, 500 Rue Francois Breton, F-34093 Montpellier 5, France
机构:
Kagoshima Univ, United Grad Sch Agr Sci, 1-21-24 Korimoto, Kagoshima 8900065, Japan
Univ Ruhuna, Fac Agr, Dept Agr Engn, Kamburupitiya 81100, Sri LankaKagoshima Univ, United Grad Sch Agr Sci, 1-21-24 Korimoto, Kagoshima 8900065, Japan
Ruwanpathirana, P. P.
Sakai, Kazuhito
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机构:
Kagoshima Univ, United Grad Sch Agr Sci, 1-21-24 Korimoto, Kagoshima 8900065, Japan
Univ Ryukyus, Fac Agr, 1 Senbaru, Nishihara, Okinawa 9030213, JapanKagoshima Univ, United Grad Sch Agr Sci, 1-21-24 Korimoto, Kagoshima 8900065, Japan
Sakai, Kazuhito
Jayasinghe, G. Y.
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机构:
Univ Ruhuna, Fac Agr, Dept Agr Engn, Kamburupitiya 81100, Sri LankaKagoshima Univ, United Grad Sch Agr Sci, 1-21-24 Korimoto, Kagoshima 8900065, Japan
Jayasinghe, G. Y.
Nakandakari, Tamotsu
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机构:
Kagoshima Univ, United Grad Sch Agr Sci, 1-21-24 Korimoto, Kagoshima 8900065, Japan
Univ Ryukyus, Fac Agr, 1 Senbaru, Nishihara, Okinawa 9030213, JapanKagoshima Univ, United Grad Sch Agr Sci, 1-21-24 Korimoto, Kagoshima 8900065, Japan
Nakandakari, Tamotsu
Yuge, Kozue
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机构:
Kagoshima Univ, United Grad Sch Agr Sci, 1-21-24 Korimoto, Kagoshima 8900065, Japan
Saga Univ, Fac Agr, 1 Honjo Machi, Saga 8408502, JapanKagoshima Univ, United Grad Sch Agr Sci, 1-21-24 Korimoto, Kagoshima 8900065, Japan
Yuge, Kozue
Wijekoon, W. M. C. J.
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机构:
Univ Ruhuna, Fac Agr, Dept Soil Sci, Kamburupitiya 81100, Sri LankaKagoshima Univ, United Grad Sch Agr Sci, 1-21-24 Korimoto, Kagoshima 8900065, Japan
Wijekoon, W. M. C. J.
Priyankara, A. C. P.
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机构:
Univ Ruhuna, Fac Agr, Comp Sci, Kamburupitiya 81100, Sri LankaKagoshima Univ, United Grad Sch Agr Sci, 1-21-24 Korimoto, Kagoshima 8900065, Japan
Priyankara, A. C. P.
Samaraweera, M. D. S.
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机构:
Univ Ruhuna, Fac Agr, Dept Agr Engn, Kamburupitiya 81100, Sri LankaKagoshima Univ, United Grad Sch Agr Sci, 1-21-24 Korimoto, Kagoshima 8900065, Japan
Samaraweera, M. D. S.
Madushanka, P. L. A.
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机构:
Univ Ruhuna, Fac Agr, Dept Agr Engn, Kamburupitiya 81100, Sri LankaKagoshima Univ, United Grad Sch Agr Sci, 1-21-24 Korimoto, Kagoshima 8900065, Japan