DocumentCode :
2335491
Title :
Using hyperspectral remote sensing data for retrieving total canopy chlorophyll and nitrogen content
Author :
Clevers, J.G.P.W. ; Kooistra, L.
Author_Institution :
Centre for Geo-Inf., Wageningen Univ., Wageningen, Netherlands
fYear :
2011
fDate :
6-9 June 2011
Firstpage :
1
Lastpage :
4
Abstract :
In this study the estimation of canopy chlorophyll and nitrogen content using hyperspectral reflectance data is presented. A large range of canopies was simulated using the PROSAIL radiative transfer model at a 1 nm sampling interval. Several widely used chlorophyll-related vegetation indices were tested in estimating canopy chlorophyll content. Subsequently, tests with field data were performed for 40 sampling locations within an extensively grazed fen meadow using an ASD FieldSpec spectrometer. PROSAIL simulations showed that the red edge chlorophyll index (CIred edge) was the best index that was linearly related to the canopy chlorophyll content over the full range of potential values (R2 = 0.94, RMSE = 0.29 g.m-2). At the study site nitrogen content has been measured instead of chlorophyll. The CIred edge was found to be a good and linear estimator of canopy nitrogen content (R2 = 0.67, RMSE = 0.99 g.m-2). Results demonstrate that CIred edge can be applied across species with widely varying leaf structure without the necessity for extensive calibration for each species.
Keywords :
calibration; chemical variables measurement; nitrogen; radiative transfer; spectrometers; vegetation mapping; ASD FieldSpec spectrometer; PROSAIL radiative transfer model; PROSAIL simulation; calibration; canopy chlorophyll content estimation; chlorophyll-related vegetation indices; hyperspectral reflectance data; hyperspectral remote sensing data; nitrogen content estimation; nitrogen content retrieval; red edge chlorophyll index; total canopy chlorophyll content retrieval; varying leaf structure; Hyperspectral imaging; Indexes; Nitrogen; Reflectivity; Vegetation mapping; PROSAIL; chlorophyll; chlorophyll index; hyperspectral; nitrogen;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), 2011 3rd Workshop on
Conference_Location :
Lisbon
ISSN :
2158-6268
Print_ISBN :
978-1-4577-2202-8
Type :
conf
DOI :
10.1109/WHISPERS.2011.6080916
Filename :
6080916
Link To Document :
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