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马培培  李静  柳钦火  何彬彬  赵静 《遥感学报》2019,23(6):1232-1252
对多源遥感数据协同生产的2010年—2015年中国区域1 km空间分辨率5天合成的MuSyQ(Multi-source data Synergized Quantitative remote sensing production system)叶面积指数LAI产品进行验证。参考现有的LAI产品(MODIS c5,GLASS LAI)和中国生态系统研究网络部分农田和森林站点可用的LAI地面测量数据,从时空连续性、时空一致性、精度和准确性等方面对中国区域的MuSyQ LAI产品进行定性和定量分析与评价。结果表明:(1) MuSyQ LAI产品在保证精度优于MODIS产品的情况下,时间分辨率和时空连续性均有提高。MuSyQ LAI与其他LAI产品(MODIS c5,GLASS LAI)在整体上有很好的一致性(RMSE=1.0,RMSE=0.81),但对常绿阔叶林高值处的描述不稳定;(2) 与LAI地面测量数据相比,MuSyQ LAI产品与地面参考图对比结果较好(最高相关性(R2=0.54)和较低总体误差(RMSE=0.96)),其在阔叶作物生长季高值处有些许低估且在某些阔叶林站点有些高估。整体上,MuSyQ LAI产品呈现出较高的精度,可靠的空间分布和连续稳定的时间分布,且对森林LAI的描述具有更可靠的动态范围。  相似文献   
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Gap probability theory provides a theoretical equation to calculate fractional vegetation cover (FVC). However, the main algorithms used in present FVC products generation are still the linear mixture model and machine learning methods. The reason to limit the gap probability theory applied in the product algorithm is the availability and accuracy of leaf area index (LAI) and clumping index (CI) products. With the improvement of the LAI and CI products, it is necessary to assess whether the algorithm based on gap probability theory using the present products can improve the accuracy of FVC products. In this study, we generated the FVC estimates based on the gap probability theory (FVCgap) with a resolution of 500 m every 8 days for Europe. FVCgap estimates were validated with field FVC measurements of ImagineS from 2013 to 2015 for crop types. Two existing FVC products, Geoland2 Version1 (GEOV1) and Multisource data Synergized Quantitative remote sensing production system (MuSyQ), were used to inter-compare with the FVCgap estimates. FVCgap estimates showed a better agreement with field FVC measurements, with lowest root mean square error (RMSE) (0.1211) and bias (0.0224), than GEOV1 and MuSyQ FVC products. The inter-annual and seasonal variations of FVCgap estimates were also showed the most consistent with field measurements.  相似文献   
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