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Evaluation of MODIS LAI/FPAR Product Collection 6. Part 2: Validation and Intercomparison

机译:对MODIS LAI / FPAR产品集合的评估6.第2部分:验证和比对

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The aim of this paper is to assess the latest version of the MODIS LAI/FPAR product (MOD15A2H), namely Collection 6 (C6). We comprehensively evaluate this product through three approaches: validation with field measurements, intercomparison with other LAI/FPAR products and comparison with climate variables. Comparisons between ground measurements and C6, as well as C5 LAI/FPAR indicate: (1) MODIS LAI is closer to true LAI than effective LAI; (2) the C6 product is considerably better than C5 with RMSE decreasing from 0.80 down to 0.66; (3) both C5 and C6 products overestimate FPAR over sparsely-vegetated areas. Intercomparisons with three existing global LAI/FPAR products (GLASS, CYCLOPES and GEOV1) are carried out at site, continental and global scales. MODIS and GLASS (CYCLOPES and GEOV1) agree better with each other. This is expected because the surface reflectances, from which these products were derived, were obtained from the same instrument. Considering all biome types, the RMSE of LAI (FPAR) derived from any two products ranges between 0.36 (0.05) and 0.56 (0.09). Temporal comparisons over seven sites for the 2001–2004 period indicate that all products properly capture the seasonality in different biomes, except evergreen broadleaf forests, where infrequent observations due to cloud contamination induce unrealistic variations. Thirteen years of C6 LAI, temperature and precipitation time series data are used to assess the degree of correspondence between their variations. The statistically-significant associations between C6 LAI and climate variables indicate that C6 LAI has the potential to provide reliable biophysical information about the land surface when diagnosing climate-driven vegetation responses.
机译:本文的目的是评估MODIS LAI / FPAR产品(MOD15A2H)的最新版本,即Collection 6(C6)。我们通过三种方法全面评估该产品:与现场测量进行验证,与其他LAI / FPAR产品进行比对以及与气候变量进行比较。地面测量值与C6以及C5 LAI / FPAR的比较表明:(1)MODIS LAI比有效LAI更接近真实LAI; (2)C6产品明显优于C5,RMSE从0.80下降至0.66; (3)C5和C6产品都高估了植被稀疏地区的FPAR。在现场,大陆和全球范围内,与三种现有的全球LAI / FPAR产品(玻璃,循环和GEOV1)进行了比对。 MODIS和GLASS(CYCLOPES和GEOV1)彼此之间的协议更好。这是可以预期的,因为从同一台仪器获得了衍生出这些产品的表面反射率。考虑到所有生物群落类型,源自任何两种产品的LAI的均方根误差(FPAR)介于0.36(0.05)和0.56(0.09)之间。 2001-2004年期间七个地点的时间比较表明,除常绿阔叶林外,所有产品都能正确捕获不同生物群落的季节性,在常绿阔叶林中,由于云污染引起的罕见观测会导致不切实际的变化。 C6 LAI的十三年,温度和降水时间序列数据用于评估其变化之间的对应程度。 C6 LAI与气候变量之间的统计显着关联表明,C6 LAI有潜力在诊断气候驱动的植被反应时提供有关陆地表面的可靠生物物理信息。

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