DocumentCode :
1408629
Title :
A Compact Framework to Efficiently Represent the Reflectance of Sand Samples
Author :
Kimmel, Bradley W. ; Baranoski, Gladimir V G
Author_Institution :
Natural Phenomena Simulation Group, Univ. of Waterloo, Waterloo, ON, Canada
Volume :
47
Issue :
11
fYear :
2009
Firstpage :
3625
Lastpage :
3629
Abstract :
The authors have recently proposed a model, based on Monte Carlo methods, to simulate light interaction with sand. In this paper, principal component analysis and regression techniques are applied to yield a compact analytical representation of the spectral reflectance signatures produced by the model. This analytical formulation compares well with the original model and is appropriate for applications demanding interactive rates. Examples are provided comparing the original model to the proposed formulation for three hypothetical sand samples. The effect of water content on reflectance is demonstrated for these samples. Additionally, examples are provided comparing the original and proposed models for three sand samples from the U.S. Army Topographic Engineering Center spectral database.
Keywords :
Monte Carlo methods; principal component analysis; regression analysis; sand; Monte Carlo methods; U.S. Army Topographic Engineering Center; nonlinear regression; principal component analysis; regression techniques; sand reflection; spectral reflectance signatures; Nonlinear regression; principal component analysis (PCA); reflectance; sand;
fLanguage :
English
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
Publisher :
ieee
ISSN :
0196-2892
Type :
jour
DOI :
10.1109/TGRS.2009.2028610
Filename :
5247111
Link To Document :
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