论文标题
比较高分辨率土壤水分映射的缩小技术
Comparison of downscaling techniques for high resolution soil moisture mapping
论文作者
论文摘要
土壤水分会影响陆地和大气之间的水,能量和碳通量的交换。 L频段处的被动微波遥感可以捕获景观中土壤水分的空间和时间模式。 ESA和NASA分别以SMOS和SMAP卫星的形式启动L波段辐射仪,以每3天的分辨率在全球范围内监测土壤水分。但是,它们的粗糙度限制了应用的范围。 SMAP包括一个L波段雷达,使辐射计的土壤水分降低到9公里,但3个月后的雷达失败了,这种初始方法不适用于在两个任务中开发一致的长期土壤水分产品。现有的基于光学计和过度采样的降尺度方法可以替代基于雷达的方法来提供此类数据的方法。然而,检索一致的高分辨率土壤水分产品仍然是一个挑战,并且没有替代方法的全面比较。这项研究使用Smapex-4现场广告系列数据对不同的缩减方法进行了评估
Soil moisture impacts exchanges of water, energy and carbon fluxes between the land surface and the atmosphere. Passive microwave remote sensing at L-band can capture spatial and temporal patterns of soil moisture in the landscape. Both ESA and NASA have launched L-band radiometers, in the form of the SMOS and SMAP satellites respectively, to monitor soil moisture globally, every 3-day at about 40 km resolution. However, their coarse scale restricts the range of applications. While SMAP included an L-band radar to downscale the radiometer soil moisture to 9 km, the radar failed after 3 months and this initial approach is not applicable to developing a consistent long term soil moisture product across the two missions anymore. Existing optical-, radiometer-, and oversampling-based downscaling methods could be an alternative to the radar-based approach for delivering such data. Nevertheless, retrieval of a consistent high resolution soil moisture product remains a challenge, and there has been no comprehensive inter-comparison of the alternate approaches. This research undertakes an assessment of the different downscaling approaches using the SMAPEx-4 field campaign data