DocumentCode :
61103
Title :
Seasonal Variation in Spectral Signatures of Five Genera of Rainforest Trees
Author :
Papes, Martin ; Tupayachi, R. ; Martinez, P. ; Peterson, A.T. ; Asner, Gregory P. ; Powell, G.V.N.
Author_Institution :
Dept. of Zoology, Oklahoma State Univ., Stillwater, OK, USA
Volume :
6
Issue :
2
fYear :
2013
fDate :
Apr-13
Firstpage :
339
Lastpage :
350
Abstract :
Recent technological and methodological advances in the field of imaging spectroscopy (or hyperspectral imaging) make possible new approaches to studying regional ecosystem processes and structure. We use Earth Observing-1 Hyperion satellite hyperspectral imagery to test our ability to identify tree species in a lowland Peruvian Amazon forest, and to investigate seasonal variation in species detections related to phenology. We obtained four images from 2006-2008, and used them to spectrally differentiate crowns of 42 individual trees of 5 taxa using linear discriminant analysis. Temporal variation of tree spectra was assessed using three methods, based on 1) position of spectra in a two-dimensional canonical variable space, 2) a broadband, multispectral dataset derived from sets of narrow bands identified as informative to spectrally separate taxa, and 3) narrow band vegetation indices (photochemical reflectance index and anthocyanin reflectance index) sensitive to leaf pigments. We obtained high classification success with a reduced set of trees (28 individuals) whose crowns were well represented on Hyperion 30 m resolution pixels. Temporal variability of spectra was confirmed by each of the three methods employed. Understanding seasonality of spectral characteristics of tropical tree crowns has implications in spectral based multi-seasonal species mapping and studying ecosystem processes.
Keywords :
botany; ecology; forestry; vegetation mapping; 2D canonical variable space; AD 2006 to 2008; Earth Observing-1; Hyperion satellite hyperspectral imagery; anthocyanin reflectance index; broadband multispectral dataset; hyperspectral imaging; imaging spectroscopy; leaf pigments; lowland Peruvian Amazon forest; narrow band vegetation indices; photochemical reflectance index; rainforest tree spectral signature seasonal variation; regional ecosystem processes; regional ecosystem structure; tree phenology; tree species identification; tree spectra temporal variation; EO-1 Hyperion; hyperspectral; narrow bands; remote sensing; seasonality; tropical tree;
fLanguage :
English
Journal_Title :
Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of
Publisher :
ieee
ISSN :
1939-1404
Type :
jour
DOI :
10.1109/JSTARS.2012.2228468
Filename :
6516076
Link To Document :
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