Retrieval of sun-induced fluorescence using advanced spectral fitting methods

被引:134
作者
Cogliati, S. [1 ]
Verhoef, W. [2 ]
Kraft, S. [4 ,5 ]
Sabater, N. [3 ]
Alonso, L. [3 ]
Vicent, J. [3 ]
Moreno, J. [3 ]
Drusch, M. [4 ]
Colombo, R. [1 ]
机构
[1] Univ Milano Bicocca, Remote Sensing Environm Dynam Lab, DISAT, I-20126 Milan, Italy
[2] Univ Twente, Fac GeoInformat Sci & Earth Observat ITC, NL-7500 AE Enschede, Netherlands
[3] Univ Valencia, Dept Earth Phys & Thermodynam, E-46100 Valencia, Spain
[4] ESA ESTEC, NL-2201 AZ Noordwijk, Netherlands
[5] ESA ESOC, D-64293 Darmstadt, Germany
关键词
Sun-induced fluorescence; FLEX mission; Retrieval algorithm; Spectral fitting methods; Full fluorescence spectrum; TERRESTRIAL CHLOROPHYLL FLUORESCENCE; FOURIER-TRANSFORM SPECTROMETER; GASES OBSERVING SATELLITE; CANOPY FLUORESCENCE; RESOLUTION; PHOTOSYNTHESIS; REFLECTANCE; SIMULATIONS; INDICATORS; FIELD;
D O I
10.1016/j.rse.2015.08.022
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The FLuorescence EXplorer (FLEX) satellite mission, candidate of ESA's 8th Earth Explorer program, is explicitly optimized for detecting the sun-induced fluorescence emitted by plants. It will allow consistent measurements around the O-2-B (687 nm) and O-2-A (760 nm) bands, related to the red and far-red fluorescence emission peaks respectively, the photochemical reflectance index, and the structural-chemical state variables of the canopy. The sun-induced fluorescence signal, overlapped to the surface reflected radiance, can be accurately retrieved by employing the powerful spectral fitting technique. In this framework, a set of fluorescence retrieval algorithms optimized for FLEX are proposed in this study. Two main retrieval approaches were investigated: i) the optimization of the spectral fitting for retrieving fluorescence at the oxygen absorption bands; ii) the extension of the spectral fitting to a broader spectral window to retrieve the full fluorescence spectrum in the range from 670 to 780 nm. The accuracy of the retrieval algorithms is assessed by employing atmosphere-surface radiative transfer simulations obtained by coupling SCOPE and MODTRAN5 codes. The simulated dataset considers more realistic conditions because it includes directional effects, and the top-of-atmosphere radiance spectra are resampled to the current specifications of the FLuORescence Imaging Spectrometer (FLORIS) planned to serve as the primary instrument aboard FLEX. The retrieval accuracy obtained at the O-2-A band is strongly affected by directional effects, and better performance is found in cases where directional effects are lower. However, the best performing algorithms tested provided similar performance, the RMSE (RRMSE) is 0.044 mW m(-2) sr(-1) nm(-1) (6.2%) at the O-2-A band, 0.018 mW m(-2) sr(-1) nm(-1) (2.9%) at the O-2-B band, and 6225 mW m(-2) sr(-1) (6.4%) for the spectrally integrated fluorescence emission. The promising results achieved open new perspectives extending fluorescence studies not only in limited absorption bands, but its spectral behavior in relation to different plant species, photosynthetic rates and stress occurrences. (C) 2015 Elsevier Inc. All rights reserved.
引用
收藏
页码:344 / 357
页数:14
相关论文
共 41 条
[1]   Response of the in vivo chlorophyll fluorescence spectrum to environmental factors and laser excitation wavelength [J].
Agati, G .
PURE AND APPLIED OPTICS, 1998, 7 (04) :797-807
[2]  
[Anonymous], ESA SP
[3]   Chlorophyll fluorescence: A probe of photosynthesis in vivo [J].
Baker, Neil R. .
ANNUAL REVIEW OF PLANT BIOLOGY, 2008, 59 :89-113
[4]  
Berk A., 2011, MODTRAN® 5.2.1 User's Manual
[5]   Continuous and long-term measurements of reflectance and sun-induced chlorophyll fluorescence by using novel automated field spectroscopy systems [J].
Cogliati, S. ;
Rossini, M. ;
Julitta, T. ;
Meroni, M. ;
Schickling, A. ;
Burkart, A. ;
Pinto, F. ;
Rascher, U. ;
Colombo, R. .
REMOTE SENSING OF ENVIRONMENT, 2015, 164 :270-281
[6]   FUSION: A FULLY ULTRAPORTABLE SYSTEM FOR IMAGING OBJECTS IN NATURE [J].
Corp, Lawrence A. ;
Cook, Bruce D. ;
Middleton, Elizabeth M. ;
Cheng, Yen-Ben ;
Huemmrich, K. Fred ;
Campbell, Petya K. E. .
2010 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2010, :1671-1674
[7]   Continuous Monitoring of Canopy Level Sun-Induced Chlorophyll Fluorescence During the Growth of a Sorghum Field [J].
Daumard, Fabrice ;
Goulas, Yves ;
Champagne, Sebastien ;
Fournier, Antoine ;
Ounis, Abderrahmane ;
Olioso, Albert ;
Moya, Ismael .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2012, 50 (11) :4292-4300
[8]   The Global Monitoring for Environment and Security (GMES) Sentinel-3 mission [J].
Donlon, C. ;
Berruti, B. ;
Buongiorno, A. ;
Ferreira, M. -H. ;
Femenias, P. ;
Frerick, J. ;
Goryl, P. ;
Klein, U. ;
Laur, H. ;
Mavrocordatos, C. ;
Nieke, J. ;
Rebhan, H. ;
Seitz, B. ;
Stroede, J. ;
Sciarra, R. .
REMOTE SENSING OF ENVIRONMENT, 2012, 120 :37-57
[9]   Resolution of the Photosystem I and Photosystem II contributions to chlorophyll fluorescence of intact leaves at room temperature [J].
Franck, F ;
Juneau, P ;
Popovic, R .
BIOCHIMICA ET BIOPHYSICA ACTA-BIOENERGETICS, 2002, 1556 (2-3) :239-246
[10]   Disentangling chlorophyll fluorescence from atmospheric scattering effects in O2 A-band spectra of reflected sun-light [J].
Frankenberg, C. ;
Butz, A. ;
Toon, G. C. .
GEOPHYSICAL RESEARCH LETTERS, 2011, 38