MODIS烧伤区域分类中平铺伪影的检测及其影响

Tianjia Liu, M. Crowley
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引用次数: 5

摘要

自2000年以来,Terra和Aqua卫星上的中分辨率成像光谱仪的观测结果已被用于监测全球燃烧面积及其趋势。FireCCI和MCD64A1产品使用检测表面反射率变化的算法对烧伤区域进行分类,并分别处理每个~10°×10°MODIS瓷砖。我们发现,这两个产品中都出现了这种平铺过程中的伪影。特别是,我们在印度西北部和巴基斯坦的FireCCI 5.1版(FireCCI51)中发现了严重的瓷砖伪像,在这两块瓷砖的纬度边界处,分类焚烧区域是不相交的,这两块砖在很大程度上分隔了印度的旁遮普邦和哈里亚纳邦。相比之下,这种平铺效果在MCD64A1,集合6(C6)中不太明显。因此,尽管哈里亚纳邦2003年至2019年10月至11月的平均燃烧面积在这两种产品中具有相似的规模,但旁遮普省MCD64A1的平均面积为13381平方公里,FireCCI的平均面积仅为1486平方公里。我们在东南亚和东欧发现了适度的瓷砖文物。我们的研究结果强调,需要进行额外的处理,以确保FireCCI和MCD64A1以及其他依赖瓷砖相关算法的产品中烧伤区域分类的连续性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Detection and impacts of tiling artifacts in MODIS burned area classification
Since 2000, observations from the Moderate Resolution Imaging Spectroradiometer (MODIS) instrument, aboard the Terra and Aqua satellites, have been used to monitor global burned area and its trends. The FireCCI and MCD64A1 products classify burned area using algorithms that detect change in surface reflectance and separately process each ∼10° × 10° MODIS tile. We find that artifacts arise in both products from this tiling procedure. In particular, we find severe tiling artifacts in FireCCI, version 5.1 (FireCCI51) in northwest India and Pakistan, where the classified burned area is disjointed at the latitudinal boundary of two tiles that largely separates the Indian states of Punjab and Haryana. In contrast, this tiling effect is less noticeable in MCD64A1, Collection 6 (C6). As a result, while the average 2003–2019 October-November burned area in Haryana is of similar magnitude across the two products, that for Punjab is 13,381 km2 for MCD64A1 and just 1,486 km2 for FireCCI. We find moderate tiling artifacts in Southeast Asia and Eastern Europe. Our results highlight that additional processing is needed to ensure the continuity of burned area classification in FireCCI and MCD64A1, as well as other products relying on tile-dependent algorithms.
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