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Data Service Platform for Sentinel-2 Surface Reflectance and Value-Added Products: System Use and Examples

机译:Sentinel-2表面反射率和增值产品的数据服务平台:系统使用和示例

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This technical note presents the first Sentinel-2 data service platform for obtaining atmospherically-corrected images and generating the corresponding value-added products for any land surface on Earth. Using the European Space Agency’s (ESA) Sen2Cor algorithm, the platform processes ESA’s Level-1C top-of-atmosphere reflectance to atmospherically-corrected bottom-of-atmosphere (BoA) reflectance (Level-2A). The processing runs on-demand, with a global coverage, on the Earth Observation Data Centre (EODC), which is a public-private collaborative IT infrastructure in Vienna (Austria) for archiving, processing, and distributing Earth observation (EO) data. Using the data service platform, users can submit processing requests and access the results via a user-friendly web page or using a dedicated application programming interface (API). Building on the processed Level-2A data, the platform also creates value-added products with a particular focus on agricultural vegetation monitoring, such as leaf area index (LAI) and broadband hemispherical-directional reflectance factor (HDRF). An analysis of the performance of the data service platform, along with processing capacity, is presented. Some preliminary consistency checks of the algorithm implementation are included to demonstrate the expected product quality. In particular, Sentinel-2 data were compared to atmospherically-corrected Landsat-8 data for six test sites achieving a R 2 = 0.90 and Root Mean Square Error (RMSE) = 0.031. LAI was validated for one test site using ground estimations. Results show a very good agreement (R 2 = 0.83) and a RMSE of 0.32 m 2 /m 2 (12% of mean value).
机译:本技术说明介绍了第一个Sentinel-2数据服务平台,用于获取经过大气校正的图像并为地球上的任何陆地表面生成相应的增值产品。该平台使用欧洲航天局(ESA)的Sen2Cor算法,将ESA的Level-1C大气顶反射率转换为经过大气校正的大气底部(BoA)反射率(Level-2A)。该处理在地球观测数据中心(EODC)上按需运行,其覆盖全球范围,该中心是维也纳(奥地利)的公私合作IT基础架构,用于存档,处理和分发地球观测(EO)数据。使用数据服务平台,用户可以通过用户友好的网页或使用专用的应用程序编程接口(API)提交处理请求并访问结果。该平台基于处理后的2A级数据,还创建了增值产品,特别侧重于农业植被监测,例如叶面积指数(LAI)和宽带半球方向反射率(HDRF)。对数据服务平台的性能以及处理能力进行了分析。包括对算法实现的一些初步一致性检查,以证明预期的产品质量。特别是,将六个Sentinel的Sentinel-2数据与经大气校正的Landsat-8数据进行了比较,得出R 2 = 0.90和均方根误差(RMSE)= 0.031。使用地面估算值对一个测试地点的LAI进行了验证。结果显示出很好的一致性(R 2 = 0.83),RMSE为0.32 m 2 / m 2(平均值的12%)。

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