Title :
Spectroscopic determination of leaf water content using continuous wavelet analysis
Author :
Cheng, Tao ; Rivard, Benoit ; Sánchez-Azofeifa, G. Arturo
Author_Institution :
Dept. of Earth & Atmos. Sci., Univ. of Alberta, Edmonton, AB, Canada
Abstract :
Leaf water content as a percentage of dry mass (LWCD), also termed fuel moisture content, is a critical variable for fire risk modeling. To date, the relationship between spectral reflectance and LWCD is poorly understood due to the mixed effect of leaf water and dry mass on spectral response. Few studies have reported an adequate estimation of LWCD from leaf reflectance spectra, in particular for a variety of species. In this study, we propose an effective approach, using continuous wavelet analysis, to determine LWCD from reflectance spectra for 47 tropical forest species in Panama. The proposed method provides a new way to select a small number of wavelet features (wavelet coefficients) that are sensitive to changes in LWCD. Wavelet features derived using this new method are compared with common spectral indices in terms of their relationship with LWCD. Results demonstrate that LWCD is poorly correlated to the water indices but strongly correlated to the derived wavelet features. Accurate estimates of LWCD across a range of species are achieved using any of those wavelet features and can be slightly improved using a combination of them.
Keywords :
fires; forestry; reflectivity; vegetation; vegetation mapping; wavelet transforms; LWCD; Panama; continuous wavelet analysis; dry mass; fire risk modeling; fuel moisture content; leaf reflectance spectra; leaf water content; spectral reflectance; tropical forest species; wavelet coefficients; wavelet features; Continuous wavelet transforms; Estimation; Moisture; Reflectivity; Remote sensing; Wavelet analysis; Wavelet analysis; fuel moisture; hyperspectral; leaf; water content;
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2010 IEEE International
Conference_Location :
Honolulu, HI
Print_ISBN :
978-1-4244-9565-8
Electronic_ISBN :
2153-6996
DOI :
10.1109/IGARSS.2010.5654453