Title :
Soft computing techniques for data classification in a landslide-prone area of Italy
Author :
Blonda, P. ; Satalino, G. ; Alberga, V. ; Wasowski, J. ; Parise, M. ; Chiaradia, M.T. ; Viggiano, R. ; Pappalepore, M.
Author_Institution :
IESI-CNR, Bari, Italy
Abstract :
Single and repeat-pass SAR interferometry appears to be a new promising tool for a wide variety of applications. Recent studies have already shown that interferometric correlation, e.g. coherence and intensity images can be coupled to improve thematic land classification. The techniques used to combine and analyze such information are mainly based on thresholding schemes and classical maximum likelihood, although SAR data are not normally distributed. The main objective of this work is the validation of soft computing techniques for the analysis of ERS SAR intensity images combined with interferometric correlation images. A multi-modular neural system, composed by unsupervised and supervised architectures was applied to the analysis of one tandem ERS 1/2, pair, 27-28 August 1995, and one single ERS 2 image, 24 July 1995
Keywords :
geomorphology; geophysical signal processing; geophysical techniques; image classification; radar imaging; remote sensing by radar; spaceborne radar; synthetic aperture radar; terrain mapping; AD 1995 07; AD 1995 08; InSAR; Italy; coherence; data classification; geomorphology; geophysical measurement technique; image classification; improve thematic land classification; intensity image; interferometric correlation; interferometric correlation image; land surface; landslide-prone area; multi-modular neural system; radar imaging; radar remote sensing; repeat-pass SAR interferometry; soft computing; spaceborne radar; synthetic aperture radar; tandem ERS 1/2 pair; terrain mapping; Computational efficiency; Computer architecture; Data mining; Image analysis; Information analysis; Interferometry; Lab-on-a-chip; Neural networks; Principal component analysis; Terrain factors;
Conference_Titel :
Geoscience and Remote Sensing Symposium, 1999. IGARSS '99 Proceedings. IEEE 1999 International
Conference_Location :
Hamburg
Print_ISBN :
0-7803-5207-6
DOI :
10.1109/IGARSS.1999.772032