Crop Classification by Multitemporal C- and L-Band Single- and Dual-Polarization and Fully Polarimetric SAR

被引:113
|
作者
Skriver, Henning [1 ]
机构
[1] Tech Univ Denmark, DTU Space, DK-2800 Lyngby, Denmark
来源
基金
新加坡国家研究基金会;
关键词
Classification; crops; multitemporal; polarization; synthetic aperture radar (SAR); IMAGES; MODEL;
D O I
10.1109/TGRS.2011.2172994
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Classification of crops and other land cover types is an important application of both optical/infrared and synthetic aperture radar (SAR) satellite data. It is already an import application of present satellite systems, as it will be for planned missions, such as the Sentinels. A multitemporal data set from the Danish airborne polarimetric EMISAR has been used to assess the performance of different polarization modes for crop classification. Both C-and L-band SAR data were acquired simultaneously over the Foulum agricultural test site in Denmark on a monthly basis during the growing season. Single-and dual-polarization and fully polarimetric data have been used in the analysis. The best result for a single-frequency system was a 20%-22% classification error, and the results for C-band and for L-band were very similar. The best result was obtained at C-band using the VVXP polarization combination (the dual-polarization mode, where the VV-channel and the cross-polarized channel have been combined) and at L-band using the fully polarimetric mode with the Hoekman and Vissers classifier. The best result for the combination of the C- and L-bands was 16%. In this case also, the VVXP polarization combination performed best. There is a trade-off between the polarimetric information and the multitemporal information, where the best overall results are obtained using the multitemporal information.
引用
收藏
页码:2138 / 2149
页数:12
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