首页> 外文期刊>Remote Sensing of Environment: An Interdisciplinary Journal >Comparison and validation of MODIS and VEGETATION global LAI products over four BigFoot sites in North America
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Comparison and validation of MODIS and VEGETATION global LAI products over four BigFoot sites in North America

机译:在北美四个BigFoot站点上对MODIS和VEGETATION全球LAI产品进行比较和验证

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摘要

A new set of recently developed leaf area index (LAI) algorithms has been employed for producing a global LAI dataset at 1 km resolution and in time-steps of 10 days, using data from the Satellite pour l'observation de la terre (SPOT) VEGETATION (VGT) sensor. In this paper, this new LAI product is compared with the global MODIS Collection 4 LAI product over four validation sites in North America. The accuracy of both LAI products is assessed against seven high resolution ETM+ LAI maps derived from field measurements in 2000, 2001, and 2003. Both products were closely matched outside growing season. The MODIS product tended to be more variable than the VGT product during the summer period when the LAI was maximum. VGT and ETM+ LAI maps agreed well at three out of the four sites. The median relative absolute error of the VGT LAI product varied from 24% to 75% at 1 km scale and it ranged from 34% to 88% for the MODIS LAI product. The importance of correcting field measurements for the clumping effect is illustrated at the deciduous broadleaf forest site (HARV). Inclusion of the sub-pixel land cover information improved the quality of LAI estimates for the prairie grassland KONZ site. Further improvement of the global VGT LAI product is suggested by production and inclusion of pixel-specific global foliage clumping index and forest background reflectance maps that would serve as an input into the VGT LAI algorithms.
机译:已使用一组新近开发的叶面积指数(LAI)算法,使用来自卫星观测卫星(SPOT)的数据以1 km的分辨率和10天的时间步长生成全球LAI数据集。 VEGETATION(VGT)传感器。在本文中,将该新的LAI产品与北美四个验证站点上的全球MODIS Collection 4 LAI产品进行了比较。根据2000年,2001年和2003年的实地测量得出的七个高分辨率ETM + LAI图,评估了这两种LAI产品的准确性。这两种产品在生长期以外都非常匹配。在夏季LAI最高时,MODIS产品比VGT产品的可变性更大。在四个站点中的三个站点中,VGT和ETM + LAI映射非常吻合。 VGT LAI产品的中位数相对绝对误差在1 km范围内从24%到75%不等,而MODIS LAI产品的中值相对绝对误差在34%到88%之间。落叶阔叶林林地(HARV)说明了为结块效应校正实地测量的重要性。包含亚像素土地覆盖信息可改善大草原KONZ场地的LAI估算质量。通过生产和包含特定于像素的全球树叶丛生指数和森林背景反射率图,可以建议进一步改进全球VGT LAI产品,以作为VGT LAI算法的输入。

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