Multi-Temporal Hyperspectral and Radar Remote Sensing for Estimating Winter Wheat Biomass in the North China Plain
文献类型: 外文期刊
作者: Koppe, Wolfgang 2 ; Gnyp, Martin L. 2 ; Hennig, Simon D. 1 ; Li, Fei 4 ; Miao, Yuxin 5 ; Chen, Xinping 3 ; Jia, Liangl 1 ;
作者机构: 1.Astrium GEO Informat Serv, D-88039 Friedrichshafen, Germany
2.Univ Cologne, Inst Geog, GIS & RS Grp, D-50923 Cologne, Germany
3.China Agr Univ, Coll Resources & Environm Sci, Dept Plant Nutr, CN-100094 Beijing, Peoples R China
4.Inner Mongolia Agr Univ, Coll Ecol & Environm Sci, CN-010019 Hohhot, Peoples R China
5.China Agr Univ, Coll Resources & Environm Sci, Agroinformat & Sustainable Dev Grp, CN-100193 Beijing, Peoples R China
6.Hebei Acad Agr & Forestry Sci, Inst Agr Resources & Environm, CN-050051 Shijiazhuang, Peoples R China
关键词: SAR;hyperspectral imaging;vegetation indices;multi-spectral;biomass
期刊名称:PHOTOGRAMMETRIE FERNERKUNDUNG GEOINFORMATION ( 影响因子:1.85; 五年影响因子:1.091 )
ISSN: 1432-8364
年卷期: 2012 年 3 期
页码:
收录情况: SCI
摘要: This paper illustrates the results obtained in the frame of experimental campaigns carried out on winter wheat fields in the North China Plain from March 2006 to June 2007. Investigations focused on the methodology of estimating biomass on a regional scale with hyperspectral (EO-1 Hyperion) and microwave data (Envisat ASAR). Special importance is drawn to the combined analysis of microwave and optical satellite data for crop monitoring. Since hyperspectral and synthetic aperture radar (SAR) sensors respond to crop characteristics differently, their complementary information content can support the estimation of crop conditions. During the regular field measurements, satellite data from jointing to ripening stages were acquired. Linear regression models between measured surface reflection as well as surface backscatter and wheat's standing biomass were established. For hyperspectral data, the normalized ratio index (NRI) based on 825 nm and 1225 nm wavebands was calculated from 2006 data as input for the regression model. In addition, Envisat ASAR VV polarization data were related to winter wheat crop parameters. Bivariate correlation results from this study indicate that both multi-temporal EO-1 Hyperion as well as Envisat ASAR data provide notable relationships with crop conditions. As expected, linear correlation of hyperspectral data performed slightly better for biomass estimation (R-2 = 0.83) than microwave data (R-2 = 0.75) for the 2006 field survey. Based on the results, hyperspectral Hyperion data seem to be more sensitive to crop conditions. Improvements for crop parameter estimation were achieved by combining hyperspectral indices and microwave backscatter into a multiple regression analysis as a function of crop parameters. Combined analysis was performed for biomass estimation (R-2 = 0.90) with notable improvements in prediction power.
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