The variability among the results on both leaf and canopy scales
may have suffered influences by the fact that the last one
comprises leaves with several levels of sun exposure and non-
leaf vegetable material.
5. REFERENCES
Amaral, C.H., Longhitano, G. A., Almeida, T. I. R., 2009.
Estudo de fisiologia da vegetaçäo com uso de imagem
hiperespectral. In: Annals of XIV Simpôsio Brasileiro de
Sensoriamento Remoto, Natal, Brazil, pp. 2515-2522.
APOLO 11, 2011. Lunar and solar calendar of Brazilian cities.
hitp://www.apolo! 1.com/efemerides.php (15 Oct. 2011).
Asner, G.P., Martin, R.E., 2008. Spectral and chemical analysis
of tropical forests: Scaling from leaf to canopy levels. Remote
Sensing of Environment, 112, pp. 3958-3970.
Baret, F., 1999. Spectra of foliar pigments and biochemicals:
worksheets with reflectance data. Written information sent by
Frédéric Baret, INRA Avignon, France.
Blackburn, G. A., 2007. Hyperspectral remote sensing of plant
pigments. Journal of Experimental Botany, 58(4), pp. 855—867.
Castro, K.L., Sanchez-Azofeifa, G.A., 2008. Changes in
spectral properties, Chlorophyll content and internal mesophyll
structure of senescing Populus balsimifera and Populus
tremuloides leves. Sensors, 8, pp. 51-69.
CHAGRO - Centro Integrado de Informagdes
Agrometeorológicas (SP), 2011. Resenha agrometeorológico.
http://www ciiagro.sp.gov.br/ciiagroonline/#Monitoramento (10
Apr. 2012).
Clark, M.L., Roberts, D.A., Clark, D.A., 2005. Hyperspectral
discrimination of tropical rain forest tree species at leaf to
crown scales. Remote Sensing of Environment, 96, p. 375-398.
Dantas, B. E., Ribeiro, L.S., Pereira, M. S., 2007. Teor de
açûcares soláveis e insoláveis em folhe de videiras, cv. syrah,
em diferentes posicôes no ramo e épocas do ano. Revista
Brasileira de Fruticultura, 29(1) , pp. 42-47.
Fitter, A.H., Hay, R.K.M., 2002. Environmental physiology of
plants, 3rd ed. Academic Press, San Diego, 397 p.
Gonçalves, P. de S., 1998. Recomendacáo de clones de
seringueira para o Estado de Säo Paulo. In: Annals of Ciclo de
Palestras Sobre a Heveicultura Paulista, Barretos, Brazil. Vol.
1, pp. 115-140.
Gongalves, P. de S., Aguiar, A. T. E., Gouvéa, L. R. L., 2006.
Expressäo fenotipica de clones de seringueira na regiäo
Noroeste do Estado de Säo Paulo. Bragantia, 26(3), pp.389-
398.
Jensen, J. R., 2009. Sensoriamento remoto do ambiente: uma
perspectiva em recursos terrestres. Translated 2ed.: Epiphanio,
J. C. N, Formaggio, A. R., Santos, A. R., Rudorff, B. F. T,
Almeida, C. M., Galväo, L. S. Parêntese, Säo José dos Campos,
672 p.
International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume XXXIX-B8, 2012
XXII ISPRS Congress, 25 August — 01 September 2012, Melbourne, Australia
Martin, R.E., G.P. Asner, Sack. L., 2007. Genetic variation in
leaf pigment, optical and photosynthetic function among
diverse phenotypes of Metrosideros polymorpha grown in a
common garden. Oecologia, 151, pp. 387-400.
Nandris, D., Tran van Canh, J., Geiger, P., Omont, H., Nicole,
M., 1985. Remote sensing in plant diseases using infrared
colour aerial photography: applications trials in the Ivory Coast
to root diseases of Hevea brasiliensis. European Journal of
Forest Pathology, 15(1), pp. 11-21.
Oliveira, J.B.; Camargo, M.N.; Rossi, M.; Calderno Filho, B.,
1999. Mapa pedológico do Estado de Säo Paulo. Instituto
Agronômico, Campinas, Brazil, EMBRAPA-Solos, Rio de
Janeiro, Brazil, Boletim Cientifico 45, 64 p.
Suratman, M. N., Bull, G. Q., Leckie, D. G., LeMay, V.,
Marshall, P. L., 2002. Modelling attributes of Rubberwood
(Hevea brasiliensis) stands using spectral radiance recorded by
Landsat Thematic Mapper in Malaysia. In: Geosciences and
Remote Sensing Symposium — IGARSS, Toronto, Canada, Vol.
4, pp. 2087-2090.
Suratman, M. N., Bull, G. Q., Leckie, D. G., LeMay, V.,
Marshall, P. L., 2004. Prediction Models for Estimating the
Area, Volume, and Age of Rubber (Hevea brasiliensis)
Plantations in Malaysia using Landsat TM Data. International
Forestry Review, 6(1), pp. 1-12.
Taiz, L., Zeiger, E., 2002. Plant physiology. 3.ed. Sinauer
Associates, Sunderland, 690 p.
Ustin, S.L., 2008. Analysis of hyperspectral remote sensing to
detect and map tree decline at Ft. Benning, Georgia. Army
Cooperative Agreement: W912DY -06-2-0023. 33p.
http://www spectir.com/Spanish/assets/Text%20Files/Hyperspe
ctral analysis of pine decline Ft Benning GA.pdf (10 Oct.
2010)
6. ACKNOWLEDGEMENTS
The authors would like to thank the FOTOTERRA/SpecTIR
team (particularly to Guilherme Pinho and Conrad Wright) for
providing the images used in the study; and Paulo de Souza
Gonçalves of the Agronomic Institute (IAC) for to help in the
clones discrimination in the field. FAPESP is acknowledged for
the PhD grant to Cibele Hummel do Amaral (2010/51718-0).
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