期刊
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
卷 50, 期 4, 页码 1057-1070出版社
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TGRS.2011.2166080
关键词
Barley; corn; onion; phenology; Radarsat; Rapideye; Sentinel-1
类别
资金
- OECD
- Spanish Ministry for Education and Science [EODIX/AYA2008-05965-C04-03, CONSOLIDER/CSD2007-00018]
- NASA SMAP Science Definition Team [08-SMAPSDT08-0042]
An analysis of the sensitivity of synthetic aperture radar (SAR) backscatter (sigma(o)) to crop and soil conditions was conducted using 57 RADARSAT-2 C-band quad-polarized SAR images acquired from April to September 2009 for large fields of wheat, barley, oat, corn, onion, and alfalfa in Barrax, Spain. Preliminary results showed that the cross-polarized sigma(o)(HV) was particularly useful for monitoring both crop and soil conditions and was the least sensitive to differences in beam incidence angle. The greatest separability of barley, corn, and onion occurred in spring after the barley had been harvested or in the narrow time window associated with grain crop heading when corn and onion were still immature. The time series of sigma(o) offered reliable information about crop growth stage, such as jointing and heading in grain crops and leaf growth and reproduction in corn and onion. There was a positive correlation between sigma(o) and the Normalized Difference Vegetation Index for onion and corn but not for all crops, and the impact of view direction and incidence angle on the time series was minimal compared to the signal response to crop and soil conditions. Related to planning for future C-band SAR missions, we found that quad-polarization with image acquisition frequency from 3-6 days was best suited for distinguishing crop types and for monitoring crop phenology, single-or dual-polarization with an acquisition frequency of 3-6 days was sufficient for mapping crop green biomass, and single-or dual-polarization with daily image acquisition was necessary to capture rapid changes in soil moisture condition.
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