Calibration and validation of hyperspectral indices for the estimation of broadleaved forest leaf chlorophyll content, leaf mass per area, leaf area index and leaf canopy biomass
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作者:
le Maire, Guerric
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Univ Paris Sud AgroParisTech, Lab Ecol Syst & Evolut, CNRS, UMR, F-91405 Orsay, France
CIRAD, UR Fonctionnement & Pilotage Ecosyst Plantat 80, F-34398 Montpellier, FranceUniv Paris Sud AgroParisTech, Lab Ecol Syst & Evolut, CNRS, UMR, F-91405 Orsay, France
le Maire, Guerric
[1
,2
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Francois, Christophe
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Univ Paris Sud AgroParisTech, Lab Ecol Syst & Evolut, CNRS, UMR, F-91405 Orsay, FranceUniv Paris Sud AgroParisTech, Lab Ecol Syst & Evolut, CNRS, UMR, F-91405 Orsay, France
Francois, Christophe
[1
]
Soudani, Kamel
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Univ Paris Sud AgroParisTech, Lab Ecol Syst & Evolut, CNRS, UMR, F-91405 Orsay, FranceUniv Paris Sud AgroParisTech, Lab Ecol Syst & Evolut, CNRS, UMR, F-91405 Orsay, France
Soudani, Kamel
[1
]
Berveiller, Daniel
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Univ Paris Sud AgroParisTech, Lab Ecol Syst & Evolut, CNRS, UMR, F-91405 Orsay, FranceUniv Paris Sud AgroParisTech, Lab Ecol Syst & Evolut, CNRS, UMR, F-91405 Orsay, France
Berveiller, Daniel
[1
]
Pontailler, Jean-Yves
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Univ Paris Sud AgroParisTech, Lab Ecol Syst & Evolut, CNRS, UMR, F-91405 Orsay, FranceUniv Paris Sud AgroParisTech, Lab Ecol Syst & Evolut, CNRS, UMR, F-91405 Orsay, France
Pontailler, Jean-Yves
[1
]
Breda, Nathalie
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机构:
UHP, INRA, UMR, Ecol & Ecophysiol Forestieres, F-54820 Champenoux, FranceUniv Paris Sud AgroParisTech, Lab Ecol Syst & Evolut, CNRS, UMR, F-91405 Orsay, France
Breda, Nathalie
[3
]
Genet, Helene
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UHP, INRA, UMR, Ecol & Ecophysiol Forestieres, F-54820 Champenoux, FranceUniv Paris Sud AgroParisTech, Lab Ecol Syst & Evolut, CNRS, UMR, F-91405 Orsay, France
Genet, Helene
[3
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Davi, Hendrik
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INRA, UR 629, Ecol Forets Mediterraneennes, F-84914 Avignon, FranceUniv Paris Sud AgroParisTech, Lab Ecol Syst & Evolut, CNRS, UMR, F-91405 Orsay, France
Davi, Hendrik
[4
]
Dufrene, Eric
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Univ Paris Sud AgroParisTech, Lab Ecol Syst & Evolut, CNRS, UMR, F-91405 Orsay, FranceUniv Paris Sud AgroParisTech, Lab Ecol Syst & Evolut, CNRS, UMR, F-91405 Orsay, France
Dufrene, Eric
[1
]
机构:
[1] Univ Paris Sud AgroParisTech, Lab Ecol Syst & Evolut, CNRS, UMR, F-91405 Orsay, France
[2] CIRAD, UR Fonctionnement & Pilotage Ecosyst Plantat 80, F-34398 Montpellier, France
This article aims at finding efficient hyperspectral indices for the estimation of forest sun leaf chlorophyll content (CHL, mu g cm(leaf)(-2)), sun leaf mass per area (LMA, g(dry) (matter) m(leaf)(-2)), canopy leaf area index (LAI, m(leaf)(2) m(soil)(-2)) and leaf canopy biomass (B-leaf, g(dry) (matter) m(soil)(-2)). These parameters are useful inputs for forest ecosystem simulations at landscape scale. The method is based on the determination of the best vegetation indices (index form and wavelengths) using the radiative transfer model PROSAIL (formed by the newly-calibrated leaf reflectance model PROSPECT coupled with the multi-layer version of the canopy radiative transfer model SAIL). The results are tested on experimental measurements at both leaf and canopy scales. At the leaf scale, it is possible to estimate CHL with high precision using a two wavelength vegetation index after a simulation based calibration. At the leaf scale, the LMA is more difficult to estimate with indices. At the canopy scale, efficient indices were determined on a generic simulated database to estimate CHL, LMA, LAI and Bleaf in a general way. These indices were then applied to two Hyperion images (50 plots) on the Fontainebleau and Fougeres forests and portable spectroradiometer measurements. They showed good results with an RMSE of 8.2 mu g cm(-2) for CHL, 9.1 g m(-2) for LMA, 1.7 m(2) m(-2) for LAI and 50.6 g m(-2) for Bleaf. However, at the canopy scale, even if the wavelengths of the calibrated indices were accurately determined with the simulated database, the regressions between the indices and the biophysical characteristics still had to be calibrated on measurements. At the canopy scale, the best indices were: for leaf chlorophyll content: NDchl (rho(925)-rho(710))/(rho(925)+rho(710)), for leafmass per area: NDLMA = (rho(2260)-rho(1490))/(rho(2260)+rho(1490)), for leaf area index: DLAI=rho(1725)-rho(970), and for canopy leaf biomass: NDBleaf = (rho(2160)-rho(1540))/(rho(2160)+rho(1540)). (c) 2008 Elsevier Inc. All rights reserved.
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Chinese Acad Sci, Key Lab Quantitat Remote Sensing Informat Technol, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Zhu, Xiaohua
Yang, Qian
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Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Chinese Acad Sci, Key Lab Quantitat Remote Sensing Informat Technol, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 101408, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Yang, Qian
Chen, Xinyu
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Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Chinese Acad Sci, Key Lab Quantitat Remote Sensing Informat Technol, Beijing 100094, Peoples R China
Acad Sci, Coll Resources & Environm, Beijing 101408, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Chen, Xinyu
Ding, Zixiao
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Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Chinese Acad Sci, Key Lab Quantitat Remote Sensing Informat Technol, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 101408, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
机构:
Beijing Normal Univ, Fac Geog Sci, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Beijing Normal Univ, Fac Geog Sci, Beijing Engn Res Ctr Global Land Remote Sensing P, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Fac Geog Sci, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Chen, Zhulin
Jia, Kun
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Beijing Normal Univ, Fac Geog Sci, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Beijing Normal Univ, Fac Geog Sci, Beijing Engn Res Ctr Global Land Remote Sensing P, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Fac Geog Sci, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Jia, Kun
Wei, Xiangqin
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Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100101, Peoples R ChinaBeijing Normal Univ, Fac Geog Sci, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Wei, Xiangqin
Liu, Yan
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Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100101, Peoples R ChinaBeijing Normal Univ, Fac Geog Sci, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Liu, Yan
Zhan, Yulin
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Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100101, Peoples R ChinaBeijing Normal Univ, Fac Geog Sci, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Zhan, Yulin
Xia, Mu
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Beijing Normal Univ, Fac Geog Sci, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Beijing Normal Univ, Fac Geog Sci, Beijing Engn Res Ctr Global Land Remote Sensing P, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Fac Geog Sci, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Xia, Mu
Yao, Yunjun
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Beijing Normal Univ, Fac Geog Sci, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Beijing Normal Univ, Fac Geog Sci, Beijing Engn Res Ctr Global Land Remote Sensing P, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Fac Geog Sci, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Yao, Yunjun
Zhang, Xiaotong
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Beijing Normal Univ, Fac Geog Sci, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Beijing Normal Univ, Fac Geog Sci, Beijing Engn Res Ctr Global Land Remote Sensing P, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Fac Geog Sci, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
机构:
York Univ, Dept Earth & Space Sci & Engn, 4700 Keele St, Toronto, ON M3J 1P3, CanadaYork Univ, Dept Earth & Space Sci & Engn, 4700 Keele St, Toronto, ON M3J 1P3, Canada
Hu, B.
Jung, W. M.
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York Univ, Dept Earth & Space Sci & Engn, 4700 Keele St, Toronto, ON M3J 1P3, CanadaYork Univ, Dept Earth & Space Sci & Engn, 4700 Keele St, Toronto, ON M3J 1P3, Canada
Jung, W. M.
Liu, J.
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Agr & Agri Food Canada, 960 Carling Ave, Ottawa, ON K1A 0C6, CanadaYork Univ, Dept Earth & Space Sci & Engn, 4700 Keele St, Toronto, ON M3J 1P3, Canada
Liu, J.
Shang, J.
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Agr & Agri Food Canada, 960 Carling Ave, Ottawa, ON K1A 0C6, CanadaYork Univ, Dept Earth & Space Sci & Engn, 4700 Keele St, Toronto, ON M3J 1P3, Canada
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Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Univ Calgary, Dept Biol Sci, Calgary, AB T2N 1N4, CanadaUniv British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Edwards, Diane
Jolliffe, Peter
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Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, CanadaUniv British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Jolliffe, Peter
Ehret, David
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Agr & Agri Food Canada, Pacific Agri Food Ctr, Agassiz, BC V0M 1A0, CanadaUniv British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
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China Aero Geophys Survey & Remote Sensing Ctr Na, Beijing 100083, Peoples R China
Chinese Acad Sci, Key Lab Digital Earth Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Coll Resources & Environm, Beijing 100190, Peoples R ChinaChina Aero Geophys Survey & Remote Sensing Ctr Na, Beijing 100083, Peoples R China
Xing, Naichen
Huang, Wenjiang
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Chinese Acad Sci, Key Lab Digital Earth Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Chinese Acad Sci, State Key Lab Remote Sensing Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R ChinaChina Aero Geophys Survey & Remote Sensing Ctr Na, Beijing 100083, Peoples R China
Huang, Wenjiang
Ye, Huichun
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Chinese Acad Sci, Key Lab Digital Earth Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Chinese Acad Sci, State Key Lab Remote Sensing Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R ChinaChina Aero Geophys Survey & Remote Sensing Ctr Na, Beijing 100083, Peoples R China
Ye, Huichun
Ren, Yu
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Chinese Acad Sci, Key Lab Digital Earth Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Coll Resources & Environm, Beijing 100190, Peoples R ChinaChina Aero Geophys Survey & Remote Sensing Ctr Na, Beijing 100083, Peoples R China
Ren, Yu
Xie, Qiaoyun
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Univ Technol Sydney, Fac Sci, Sydney, NSW 2007, AustraliaChina Aero Geophys Survey & Remote Sensing Ctr Na, Beijing 100083, Peoples R China