Remote sensing of burned areas via PCA, Part 2: SVD-based PCA using MODIS and Landsat data

Remote sensing of burned areas via PCA, Part 2: SVD-based PCA using MODIS and Landsat data

Abstract Background Singular value decomposition (SVD), as an alternative solution to principal components analysis (PCA), may enhance the spectral profile of burned areas in satellite image composites. Methods In this regard, we combine the pre-processing options of centering, non-centering, scalin...

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Bibliographic Details
Main Authors: Nikos Alexandris, Nikos Koutsias, Sandeep Gupta
Format: Article
Language:English
Published: SpringerOpen 2017-08-01
Series:Open Geospatial Data, Software and Standards
Subjects:
PCA
EVD
SVD
Mean-centering
Scaling
Burned area mapping
Online Access:http://link.springer.com/article/10.1186/s40965-017-0029-0

Internet

http://link.springer.com/article/10.1186/s40965-017-0029-0

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