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Land surface phenology from MODIS: Characterization of the Collection 5 global land cover dynamics product

机译:MODIS的地表物候:收集5全球土地覆盖动力学产品的特征

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Information related to land surface phenology is important for a variety of applications. For example, phenology is widely used as a diagnostic of ecosystem response to global change. In addition, phenology influences seasonal scale fluxes of water, energy, and carbon between the land surface and atmosphere. Increasingly, the importance of phenology for studies of habitat and biodiversity is also being recognized. While many data sets related to plant phenology have been collected at specific sites or in networks focused on individual plants or plant species, remote sensing provides the only way to observe and monitor phenology over large scales and at regular intervals. The MODIS Global Land Cover Dynamics Product was developed to support investigations that require regional to global scale information related to spatio-temporal dynamics in land surface phenology. Here we describe the Collection 5 version of this product, which represents a substantial refinement relative to the Collection 4 product. This new version provides information related to land surface phenology at higher spatial resolution than Collection 4 (500-m vs. 1-km), and is based on 8-day instead of 16-day input data. The paper presents a brief overview of the algorithm, followed by an assessment of the product. To this end, we present (1) a comparison of results from Collection 5 versus Collection 4 for selected MODIS tiles that span a range of climate and ecological conditions, (2) a characterization of interannual variation in Collections 4 and 5 data for North America from 2001 to 2006, and (3) a comparison of Collection 5 results against ground observations for two forest sites in the northeastern United States. Results show that the Collection 5 product is qualitatively similar to Collection 4. However, Collection 5 has fewer missing values outside of regions with persistent cloud cover and atmospheric aerosols. Interannual variability in Collection 5 is consistent with expected ranges of variance suggesting that the algorithm is reliable and robust, except in the tropics where some systematic differences are observed. Finally, comparisons with ground data suggest that the algorithm is performing well, but that end of season metrics associated with vegetation senescence and dormancy have higher uncertainties than start of season metrics.
机译:与地表物候相关的信息对于各种应用而言都很重要。例如,物候学被广泛用于诊断生态系统对全球变化的反应。此外,物候影响陆地表面和大气之间水,能源和碳的季节性尺度通量。物候学在栖息地和生物多样性研究中的重要性也日益得到认可。虽然已经在特定地点或针对单个植物或植物物种的网络中收集了许多与植物物候相关的数据集,但是遥感提供了以较大的间隔定期观察和监视物候的唯一方法。开发MODIS全球土地覆盖动力学产品是为了支持需要与土地表面物候时空动态相关的区域到全球规模信息的调查。在这里,我们描述了此产品的Collection 5版本,相对于Collection 4产品而言,它是一个实质性的改进。这个新版本以比Collection 4(500米和1公里)更高的空间分辨率提供了与地表物候相关的信息,并且基于8天而不是16天的输入数据。本文简要介绍了该算法,然后对产品进行了评估。为此,我们提出(1)比较收集的5和收集4的结果,以比较跨一定气候和生态条件的选定MODIS瓷砖;(2)表征北美收集4和5数据的年际变化。从2001年到2006年,以及(3)比较了美国东北部两个森林地点的收集5结果与地面观测结果。结果表明,集合5的产品在质量上与集合4相似。但是,在具有持续云层覆盖和大气气溶胶的区域之外,集合5的缺失值较少。集合5中的年际变化与预期的变化范围一致,这表明该算法可靠且健壮,除了在热带地区,其中观察到了一些系统差异。最后,与地面数据的比较表明该算法性能良好,但是与植被衰老和休眠相关的季节结束指标比季节开始指标具有更高的不确定性。

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