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:
Natl Inst Space Res INPE, Earth Observat & Geoinformat Div, BR-12227010 Sao Jose Dos Campos, SP, BrazilNatl Inst Space Res INPE, Earth Observat & Geoinformat Div, BR-12227010 Sao Jose Dos Campos, SP, Brazil
Chaves, Michel E. D.
Sanches, Ieda D.
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机构:
Natl Inst Space Res INPE, Earth Observat & Geoinformat Div, BR-12227010 Sao Jose Dos Campos, SP, BrazilNatl Inst Space Res INPE, Earth Observat & Geoinformat Div, BR-12227010 Sao Jose Dos Campos, SP, Brazil
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:
Inst Teknol Bandung, Fac Earth Sci & Technol, Geodesy & Geomat Engn, Bandung, Indonesia
Inst Teknol Sumatera, Dept Geomat Engn, Lampung, Indonesia
Inst Teknol Bandung, Ctr Remote Sensing, Bandung, IndonesiaInst Teknol Bandung, Fac Earth Sci & Technol, Geodesy & Geomat Engn, Bandung, Indonesia
Simarmata, Nirmawana
Wikantika, Ketut
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机构:
Inst Teknol Bandung, Fac Earth Sci & Technol, Geodesy & Geomat Engn, Bandung, Indonesia
Inst Teknol Bandung, Ctr Remote Sensing, Bandung, IndonesiaInst Teknol Bandung, Fac Earth Sci & Technol, Geodesy & Geomat Engn, Bandung, Indonesia
Wikantika, Ketut
Darmawan, Soni
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机构:
Inst Teknol Bandung, Ctr Remote Sensing, Bandung, Indonesia
Inst Teknol Nas, Fac Civil Engn & Planning, Dept Geodesy Engn, Bandung, IndonesiaInst Teknol Bandung, Fac Earth Sci & Technol, Geodesy & Geomat Engn, Bandung, Indonesia
Darmawan, Soni
Harto, Agung Budi
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机构:
Inst Teknol Bandung, Fac Earth Sci & Technol, Geodesy & Geomat Engn, Bandung, Indonesia
Inst Teknol Bandung, Ctr Remote Sensing, Bandung, IndonesiaInst Teknol Bandung, Fac Earth Sci & Technol, Geodesy & Geomat Engn, Bandung, Indonesia
Harto, Agung Budi
Sakti, Anjar Dimara
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机构:
Inst Teknol Bandung, Fac Earth Sci & Technol, Geodesy & Geomat Engn, Bandung, Indonesia
Inst Teknol Bandung, Ctr Remote Sensing, Bandung, IndonesiaInst Teknol Bandung, Fac Earth Sci & Technol, Geodesy & Geomat Engn, Bandung, Indonesia
Sakti, Anjar Dimara
Santo, Aki Asmoro
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h-index: 0
机构:
Inst Teknol Sumatera, Dept Geomat Engn, Lampung, IndonesiaInst Teknol Bandung, Fac Earth Sci & Technol, Geodesy & Geomat Engn, Bandung, Indonesia
机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R China
Univ Chinese Acad Sci, Coll Resources & Environm, Beijing 100049, Peoples R ChinaChinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R China
Lin, Shangrong
Li, Jing
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机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R ChinaChinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R China
Li, Jing
Liu, Qinhuo
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机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R China
Univ Chinese Acad Sci, Coll Resources & Environm, Beijing 100049, Peoples R ChinaChinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R China
Liu, Qinhuo
Li, Longhui
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机构:
Nanjing Normal Univ, Jiangsu Ctr Collaborat Innovat Geog Informat Reso, Nanjing 210023, Jiangsu, Peoples R China
Nanjing Normal Univ, Key Lab Virtual Geog Environm, Nanjing 210023, Jiangsu, Peoples R China
Nanjing Normal Univ, Sch Geog Sci, Nanjing 210023, Jiangsu, Peoples R ChinaChinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R China
Li, Longhui
Zhao, Jing
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h-index: 0
机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R ChinaChinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R China
Zhao, Jing
Yu, Wentao
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机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R China
Univ Chinese Acad Sci, Coll Resources & Environm, Beijing 100049, Peoples R ChinaChinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R China