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Long-Time-Series Global Land Surface Satellite Leaf Area Index Product Derived From MODIS and AVHRR Surface Reflectance

机译:来自MODIS和AVHRR表面反射率的长期系列全球陆地地表卫星叶面积指数产品

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摘要

Leaf area index (LAI) is an important vegetation biophysical variable and has been widely used for crop growth monitoring and yield estimation, land-surface process simulation, and global change studies. Several LAI products currently exist, but most have limited temporal coverage. A long-term high-quality global LAI product is required for greatly expanded application of LAI data. In this paper, a method previously proposed was improved to generate a long time series of Global LAnd Surface Satellite (GLASS) LAI product from Advanced Very High Resolution Radiometer (AVHRR) and Moderate Resolution Imaging Spectroradiometer (MODIS) reflectance data. The GLASS LAI product has a temporal resolution of eight days and spans from 1981 to 2014. During 1981–1999, the LAI product was generated from AVHRR reflectance data and was provided in a geographic latitude/longitude projection at a spatial resolution of 0.05°. During 2000–2014, the LAI product was derived from MODIS surface-reflectance data and was provided in a sinusoidal projection at a spatial resolution of 1 km. The GLASS LAI values derived from MODIS and AVHRR reflectance data form a consistent data set at a spatial resolution of 0.05°. Comparison of the GLASS LAI product with the MODIS LAI product (MOD15) and the first version of the Geoland2 (GEOV1) LAI product indicates that the global consistency of these LAI products is generally good. However, relatively large discrepancies among these LAI products were observed in tropical forest regions, where the GEOV1 LAI values were clearly lower than the GLASS and MOD15 LAI values, particularly in January. A quantitative comparison of temporal profiles shows that the temporal smoothness of the GLASS LAI product is superior to that of the GEOV1 and MODIS LAI products. Direct validation with the mean values of high-resolution LAI maps demonstrates that the GLASS LAI values were closer to the mean values of the high-resolution LAI maps ( and ) than the GEOV1 LAI values ( and ) and the MOD15 LAI values ( and ).
机译:叶面积指数(LAI)是重要的植被生物物理变量,已广泛用于作物生长监控和产量估算,土地表面过程模拟以及全球变化研究。当前存在几种LAI产品,但是大多数产品的时间覆盖范围有限。要长期扩展LAI数据的应用,需要长期的高质量全球LAI产品。在本文中,对先前提出的方法进行了改进,以利用高级超高分辨率辐射计(AVHRR)和中分辨率成像光谱仪(MODIS)反射率数据生成长时间序列的全球地面和地面卫星(GLASS)LAI产品。 GLASS LAI产品的时间分辨率从1981年到2014年为八天,跨度为1981-1999年。LAI产品是根据AVHRR反射率数据生成的,并以地理纬度/经度投影提供,空间分辨率为0.05°。在2000–2014年期间,LAI乘积是从MODIS表面反射数据得出的,并以正弦投影形式提供,其空间分辨率为1 km。从MODIS和AVHRR反射率数据得出的GLASS LAI值形成空间分辨率为0.05°的一致数据集。 GLASS LAI产品与MODIS LAI产品(MOD15)和Geoland2(GEOV1)LAI第一版产品的比较表明,这些LAI产品的总体一致性总体良好。但是,在热带森林地区观察到这些LAI产品之间的差异较大,那里的GEOV1 LAI值明显低于GLASS和MOD15 LAI值,尤其是在一月份。时间轮廓的定量比较表明,GLASS LAI产品的时间平滑度优于GEOV1和MODIS LAI产品的时间平滑度。使用高分辨率LAI映射图的平均值进行直接验证表明,与GEOV1 LAI值(和)和MOD15 LAI值(和)相比,GLASS LAI值更接近高分辨率LAI图(和)的平均值。 。

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