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Content Provider | IEEE Xplore Digital Library |
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Author | Satalino, G. Panciera, R. Balenzano, A. Mattia, F. Walker, J. |
Copyright Year | 2012 |
Description | Author affiliation: Monash University, Australia (Walker, J.) || Cooperative Research Center for Spatial Information (CRC-SI), Australia (Panciera, R.) || Consiglio Nazionale delle Ricerche (CNR) - Istituto di Studi sui Sistemi Intelligenti per l'Automazione (ISSIA), Italy (Satalino, G.; Balenzano, A.; Mattia, F.) |
Abstract | This paper uses a time-series of COSMO-SkyMed SAR images for land cover classification and soil moisture retrieval over an agricultural area located in Southern Australia. The SAR products analyzed are 11 StripMap Ping Pong images, at HH and HV polarizations, acquired at 21° incidence angle and with a revisiting time of either 8 or 16 days. The classification accuracy has been assessed as a function of the polarization and the number of images analyzed. Results confirm that the temporal information is crucial to improve the classification results. An overall accuracy of approximately 82% was achieved for 10 classes. Moreover, soil moisture (mv) maps over bare or sparsely vegetated areas have been retrieved by means of the SMOSAR-X (“Soil MOisture retrieval from multi-temporal SAR data”) algorithm, developed in view of the forthcoming Sentinel-1 data and then adapted to X-band SAR data. The SMOSAR-X algorithm is shown to produce mv maps with an rmse of 6.6% v/v. |
Starting Page | 5701 |
Ending Page | 5704 |
File Size | 363738 |
Page Count | 4 |
File Format | |
ISBN | 9781467311601 |
ISSN | 21536996 |
e-ISBN | 9781467311595 |
e-ISBN | 9781467311588 |
DOI | 10.1109/IGARSS.2012.6352317 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2012-07-22 |
Publisher Place | Germany |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Soil moisture Synthetic aperture radar Classification algorithms Agriculture Australia Accuracy Time series analysis Soil Moisture retrieval SAR COSMO-SkyMed X-band Multitemporal Classification |
Content Type | Text |
Resource Type | Article |
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