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Spatial and temporal validation of the MODIS LAI and FPAR products across a boreal forest wildfire chronosequence

机译:遍及北方森林野火时序的MODIS LAI和FPAR产品的时空验证

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The leaf area index (LAI) and fraction of photosynthetically active radiation (FPAR) absorbed by the vegetation are key biophysical measures of canopy foliage area and light harvesting potential. Accurately quantifying these properties is important for characterizing the dynamics of mass and energy exchanges between vegetation and the atmosphere. The overall objective of this research was to validate the spatial and temporal performance of the MODIS LAI/FPAR products for a boreal forest landscape in northern Manitoba, Canada. We examined both the MODIS collection 4 (C4) and updated collection 5 (C5) versions over a multiyear period (2004 to 2006) and spatially across seven different-aged forests originating from wildfire and ranging in age from 1-to 154-years-old. We made optical measurements of LAI and FPAR, which were empirically scaled to high-resolution imagery (ASTER; 15-30. m pixel size) to derive detailed reference LAI and FPAR maps. These maps were then aggregated to MODIS resolution (i.e. 1. km) for comparison. We characterized the temporal accuracy of the MODIS products using repeat measurements of LAI and FPAR, and through comparisons with continuously operating measurements of canopy light interception.MODIS captured the general phenological trajectory of these aggrading forests, however the MODIS LAI and FPAR products overestimated and underestimated the LAI and FPAR for the youngest and oldest sites, respectively. In addition, MODIS displayed larger seasonal variation in LAI and FPAR compared to field measurements for the needle-leaf evergreen dominated sites. The peak growing season difference between MODIS and spatially aggregated ASTER reference values of LAI and FPAR decreased significantly by 69% and 55%, respectively, for the updated C5 versus the previous C4 LAI/FPAR products. The overall uncertainty (i.e. RMSE) in the MODIS LAI retrievals decreased from 1.6 (C4) to 0.63m2m-2 (C5) and from 0.20 (C4) to 0.07 (C5) for FPAR. The incorporation of understory vegetation into the validation of the MODIS products yielded significantly higher agreement between observed and MODIS values, likely due to the relatively open canopy architecture and abundant understory found within boreal forests.
机译:植被吸收的叶面积指数(LAI)和光合有效辐射(FPAR)的比例是冠层叶面积和采光潜力的关键生物物理指标。准确地量化这些属性对于表征植被与大气之间质量和能量交换的动力学非常重要。这项研究的总体目标是验证MODIS LAI / FPAR产品在加拿大曼尼托巴北部的北方森林景观中的时空性能。我们研究了多年期(2004年至2006年)的MODIS收集4(C4)版本和更新的收集5(C5)版本,并在空间上跨过7年源自野火的不同年龄森林,其年龄范围为1至154年,旧。我们对LAI和FPAR进行了光学测量,根据经验将其缩放到高分辨率图像(ASTER; 15-30。m像素大小),以得出详细的参考LAI和FPAR映射。然后将这些地图汇总到MODIS分辨率(即1. km)进行比较。我们通过重复测量LAI和FPAR并与连续运行的冠层光截留测量结果进行比较来表征MODIS产品的时间准确性.MODIS捕获了这些退化森林的总体物候轨迹,但是MODIS LAI和FPAR产品被高估和低估最年轻和最古老的站点的LAI和FPAR。此外,与对针叶常绿植物为主的地区进行实地测量相比,MODIS显示LAI和FPAR的季节性变化更大。对于更新的C5与以前的C4 LAI / FPAR产品,MODIS与LAI和FPAR的空间汇总ASTER参考值之间的峰值生长季节差异分别显着减少了69%和55%。对于FPAR,MODIS LAI检索中的总体不确定性(即RMSE)从1.6(C4)降低至0.63m2m-2(C5),从0.20(C4)降低至0.07(C5)。将下层植被纳入MODIS产品的验证过程中,观测值和MODIS值之间的一致性显着提高,这可能是由于相对开放的冠层结构和在北方森林中发现的大量下层。

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